Price Optimisation based on price elasticity of Demand

Pricing a product is a crucial aspect in any business. Alot of thought process is out into it. There are different strategies to price different kinds of products. There are products whose sales are quite sensitive to their prices and as such a small change in their price can lead to noticeable change in their sales. While there are products whose sales are not much affected by their price - these tend to be either luxury items or necessities (like certain medicines). This notebook will focus on the former type of products.

Price elasticity of demand (Epd), or elasticity, is the degree to which the effective desire for something changes as its price changes. In general, people desire things less as those things become more expensive. However, for some products, the customer's desire could drop sharply even with a little price increase, and for other products, it could stay almost the same even with a big price increase. Economists use the term elasticity to denote this sensitivity to price increases. More precisely, price elasticity gives the percentage change in quantity demanded when there is a one percent increase in price, holding everything else constant.

Mathematically speaking, the price elasticity of demand is defined to be the percentage change in quantity demanded, q,divided by the percentage change in price, p. The formula for the price elasticity (ǫ) is: $$e = \%ΔQ/ \%ΔP$$

In this work, we shall look at the sales of the items of a cafe. This cafe sells burgers, coke, lemonade and coffee. As a data scientist, it is our task to figure out the optimal prices to set for these items. If the price is set too high, the sales will drop & the price is set to low, then the margins will decrease. What is the sweet spot that will give us the maximum profit?

# Import the reqiured libraries
import pandas as pd
import numpy as np
import statsmodels.api as sm
from statsmodels.formula.api import ols
import matplotlib.pyplot as plt
import seaborn as sns; sns.set(style="ticks", color_codes=True)

## Get multiple outputs in the same cell
from IPython.core.interactiveshell import InteractiveShell
InteractiveShell.ast_node_interactivity = "all"

## Ignore all warnings
import warnings
warnings.filterwarnings('ignore')
warnings.filterwarnings(action='ignore', category=DeprecationWarning)

## Display all rows and columns of a dataframe instead of a truncated version
from IPython.display import display
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)

Load the data

sold = pd.read_csv('data/Cafe - Sell Meta Data.csv')
transactions = pd.read_csv('data/Cafe - Transaction - Store.csv')
date_info = pd.read_csv('data/Cafe - DateInfo.csv')

sold.head()

	SELL_ID	SELL_CATEGORY	ITEM_ID	ITEM_NAME
0	1070	0	7821	BURGER
1	3055	0	3052	COFFEE
2	3067	0	5030	COKE
3	3028	0	6249	LEMONADE
4	2051	2	7821	BURGER

sold.describe()
sold.describe(include = ['O']) 

	SELL_ID	SELL_CATEGORY	ITEM_ID
count	11.000000	11.000000	11.000000
mean	2235.000000	1.272727	5906.909091
std	598.728653	1.009050	1830.217170
min	1070.000000	0.000000	3052.000000
25%	2051.500000	0.000000	5030.000000
50%	2053.000000	2.000000	6249.000000
75%	2540.500000	2.000000	7821.000000
max	3067.000000	2.000000	7821.000000

	ITEM_NAME
count	11
unique	4
top	BURGER
freq	4

sold[sold.isnull().any(axis=1)]

	SELL_ID	SELL_CATEGORY	ITEM_ID	ITEM_NAME

SELL_ID: a categorical variable, identifier of the combination of items that is contained in the product.

SELL_CATEGORY: “0” identifies single products; the category “2” identifies the combo ones.

ITEM_ID: a categorical variable, identifier of the item that is contained in the product.

ITEM_NAME: a categorical variable, identifying the name of the item

sns.pairplot(sold)

<seaborn.axisgrid.PairGrid at 0x7fa2806bc690>

transactions.head()

	CALENDAR_DATE	PRICE	QUANTITY	SELL_ID	SELL_CATEGORY
0	01/01/12	15.50	46	1070	0
1	01/01/12	12.73	22	2051	2
2	01/01/12	12.75	18	2052	2
3	01/01/12	12.60	30	2053	2
4	01/02/12	15.50	70	1070	0

transactions.describe()
transactions.describe(include = ['O'])

	PRICE	QUANTITY	SELL_ID	SELL_CATEGORY
count	5404.000000	5404.000000	5404.00000	5404.000000
mean	12.868729	44.335307	1806.50000	1.500000
std	1.563922	25.502597	425.25841	0.866106
min	10.120000	8.000000	1070.00000	0.000000
25%	11.530000	24.000000	1805.75000	1.500000
50%	12.640000	36.000000	2051.50000	2.000000
75%	13.557500	60.000000	2052.25000	2.000000
max	16.500000	124.000000	2053.00000	2.000000

	CALENDAR_DATE
count	5404
unique	1348
top	03/01/13
freq	16

transactions[transactions.isnull().any(axis=1)]

	CALENDAR_DATE	PRICE	QUANTITY	SELL_ID	SELL_CATEGORY

Important: It’s supposed the PRICE for that product in that day will not vary.

In details: CALENDAR_DATE: a date/time variable, having the time always set to 00:00 AM.

PRICE: a numeric variable, associated with the price of the product identified by the SELL_ID.

QUANTITY: a numeric variable, associated with the quantity of the product sold, identified by the SELL_ID.

SELL_ID: a categorical variable, identifier of the product sold.

SELL_CATEGORY: a categorical variable, category of the product sold.

plt.hist(transactions.PRICE)

(array([ 360.,  509.,  629., 1351., 1082.,  122.,  389.,  240.,  482.,
         240.]),
 array([10.12 , 10.758, 11.396, 12.034, 12.672, 13.31 , 13.948, 14.586,
        15.224, 15.862, 16.5  ]),
 <a list of 10 Patch objects>)

sns.pairplot(transactions)

<seaborn.axisgrid.PairGrid at 0x7fa271cf76d0>

date_info.head()

	CALENDAR_DATE	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
0	1/1/12	2012	New Year	1	0	24.8	0
1	1/2/12	2012	New Year	0	0	24.8	0
2	1/3/12	2012	New Year	0	0	32.0	1
3	1/4/12	2012	NaN	0	0	32.0	1
4	1/5/12	2012	NaN	0	0	24.8	0

date_info.describe()
date_info.describe(include = ['O'])

	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	1349.000000	1349.000000	1349.000000	1349.000000	1349.000000
mean	2013.375093	0.285397	0.204596	56.326019	0.862120
std	1.073073	0.451771	0.403556	20.227597	0.344902
min	2012.000000	0.000000	0.000000	14.000000	0.000000
25%	2012.000000	0.000000	0.000000	35.600000	1.000000
50%	2013.000000	0.000000	0.000000	60.800000	1.000000
75%	2014.000000	1.000000	0.000000	75.200000	1.000000
max	2015.000000	1.000000	1.000000	87.800000	1.000000

	CALENDAR_DATE	HOLIDAY
count	1349	105
unique	1348	8
top	3/1/13	Luner New Year
freq	2	28

date_info.dtypes

CALENDAR_DATE           object
YEAR                     int64
HOLIDAY                 object
IS_WEEKEND               int64
IS_SCHOOLBREAK           int64
AVERAGE_TEMPERATURE    float64
IS_OUTDOOR               int64
dtype: object

date_info[date_info.isnull().any(axis=1)]

	CALENDAR_DATE	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
3	1/4/12	2012	NaN	0	0	32.0	1
4	1/5/12	2012	NaN	0	0	24.8	0
5	1/6/12	2012	NaN	0	0	23.0	0
6	1/7/12	2012	NaN	1	0	26.6	0
7	1/8/12	2012	NaN	1	0	26.6	0
8	1/9/12	2012	NaN	0	0	23.0	0
9	1/10/12	2012	NaN	0	0	24.8	0
10	1/11/12	2012	NaN	0	0	21.2	0
11	1/12/12	2012	NaN	0	0	24.8	0
12	1/13/12	2012	NaN	0	0	26.6	0
13	1/14/12	2012	NaN	1	0	23.0	0
14	1/15/12	2012	NaN	1	0	32.0	1
15	1/16/12	2012	NaN	0	0	23.0	0
16	1/17/12	2012	NaN	0	0	23.0	0
17	1/18/12	2012	NaN	0	0	23.0	0
18	1/19/12	2012	NaN	0	0	24.8	0
19	1/20/12	2012	NaN	0	0	26.6	0
20	1/21/12	2012	NaN	1	0	26.6	0
21	1/22/12	2012	NaN	1	0	24.8	0
22	1/23/12	2012	NaN	0	0	23.0	0
23	1/24/12	2012	NaN	0	0	24.8	0
24	1/25/12	2012	NaN	0	0	23.0	0
25	1/26/12	2012	NaN	0	0	24.8	0
26	1/27/12	2012	NaN	0	0	32.0	1
27	1/28/12	2012	NaN	1	0	32.0	1
28	1/29/12	2012	NaN	1	0	23.0	0
29	1/30/12	2012	NaN	0	0	28.4	0
30	1/31/12	2012	NaN	0	0	32.0	1
31	2/1/12	2012	NaN	0	0	32.0	1
39	2/9/12	2012	NaN	0	0	32.0	1
40	2/10/12	2012	NaN	0	0	32.0	1
41	2/11/12	2012	NaN	1	0	24.8	0
42	2/12/12	2012	NaN	1	0	24.8	0
43	2/13/12	2012	NaN	0	0	32.0	1
44	2/14/12	2012	NaN	0	0	32.0	1
45	2/15/12	2012	NaN	0	0	32.0	1
46	2/16/12	2012	NaN	0	0	32.0	1
47	2/17/12	2012	NaN	0	0	32.0	1
48	2/18/12	2012	NaN	1	0	32.0	1
49	2/19/12	2012	NaN	1	0	37.4	1
50	2/20/12	2012	NaN	0	0	37.4	1
51	2/21/12	2012	NaN	0	0	39.2	1
52	2/22/12	2012	NaN	0	0	39.2	1
53	2/23/12	2012	NaN	0	0	42.8	1
54	2/24/12	2012	NaN	0	0	39.2	1
55	2/25/12	2012	NaN	1	0	37.4	1
56	2/26/12	2012	NaN	1	0	32.0	1
57	2/27/12	2012	NaN	0	0	30.2	1
58	2/28/12	2012	NaN	0	0	33.8	1
59	3/1/12	2012	NaN	0	0	33.8	1
60	3/2/12	2012	NaN	0	0	35.6	1
61	3/3/12	2012	NaN	1	0	35.6	1
62	3/4/12	2012	NaN	1	0	41.0	1
63	3/5/12	2012	NaN	0	0	44.6	1
64	3/6/12	2012	NaN	0	0	39.2	1
65	3/7/12	2012	NaN	0	0	39.2	1
66	3/8/12	2012	NaN	0	0	39.2	1
67	3/9/12	2012	NaN	0	0	41.0	1
68	3/10/12	2012	NaN	1	0	46.4	1
69	3/11/12	2012	NaN	1	0	50.0	1
70	3/12/12	2012	NaN	0	0	55.4	1
71	3/13/12	2012	NaN	0	0	50.0	1
72	3/14/12	2012	NaN	0	0	41.0	1
73	3/15/12	2012	NaN	0	0	37.4	1
74	3/16/12	2012	NaN	0	0	42.8	1
75	3/17/12	2012	NaN	1	0	50.0	1
76	3/18/12	2012	NaN	1	0	44.6	1
77	3/19/12	2012	NaN	0	0	46.4	1
78	3/20/12	2012	NaN	0	0	44.6	1
79	3/21/12	2012	NaN	0	0	37.4	1
80	3/22/12	2012	NaN	0	0	39.2	1
81	3/23/12	2012	NaN	0	0	42.8	1
82	3/24/12	2012	NaN	1	0	42.8	1
83	3/25/12	2012	NaN	1	0	42.8	1
84	3/26/12	2012	NaN	0	0	46.4	1
85	3/27/12	2012	NaN	0	0	48.2	1
86	3/28/12	2012	NaN	0	0	50.0	1
87	3/29/12	2012	NaN	0	0	51.8	1
88	3/30/12	2012	NaN	0	0	57.2	1
89	3/31/12	2012	NaN	1	0	57.2	1
90	4/1/12	2012	NaN	1	0	44.6	1
91	4/2/12	2012	NaN	0	0	44.6	1
95	4/6/12	2012	NaN	0	0	55.4	1
96	4/7/12	2012	NaN	1	0	53.6	1
97	4/8/12	2012	NaN	1	0	55.4	1
98	4/9/12	2012	NaN	0	0	60.8	1
99	4/10/12	2012	NaN	0	0	50.0	1
100	4/11/12	2012	NaN	0	0	57.2	1
101	4/12/12	2012	NaN	0	0	62.6	1
102	4/13/12	2012	NaN	0	0	66.2	1
103	4/14/12	2012	NaN	1	0	69.8	1
104	4/15/12	2012	NaN	1	0	60.8	1
105	4/16/12	2012	NaN	0	0	66.2	1
106	4/17/12	2012	NaN	0	0	57.2	1
107	4/18/12	2012	NaN	0	0	57.2	1
108	4/19/12	2012	NaN	0	0	62.6	1
109	4/20/12	2012	NaN	0	0	66.2	1
110	4/21/12	2012	NaN	1	0	53.6	1
111	4/22/12	2012	NaN	1	0	57.2	1
112	4/23/12	2012	NaN	0	0	55.4	1
113	4/24/12	2012	NaN	0	0	60.8	1
114	4/25/12	2012	NaN	0	0	55.4	1
115	4/26/12	2012	NaN	0	0	53.6	1
116	4/27/12	2012	NaN	0	0	60.8	1
117	4/28/12	2012	NaN	1	0	64.4	1
118	4/29/12	2012	NaN	1	0	62.6	1
122	5/3/12	2012	NaN	0	0	66.2	1
123	5/4/12	2012	NaN	0	0	60.8	1
124	5/5/12	2012	NaN	1	0	64.4	1
125	5/6/12	2012	NaN	1	0	66.2	1
126	5/7/12	2012	NaN	0	0	68.0	1
127	5/8/12	2012	NaN	0	0	59.0	1
128	5/9/12	2012	NaN	0	0	69.8	1
129	5/10/12	2012	NaN	0	0	66.2	1
130	5/11/12	2012	NaN	0	0	68.0	1
131	5/12/12	2012	NaN	1	0	64.4	1
132	5/13/12	2012	NaN	1	0	69.8	1
133	5/14/12	2012	NaN	0	0	71.6	1
134	5/15/12	2012	NaN	0	0	66.2	1
135	5/16/12	2012	NaN	0	0	69.8	1
136	5/17/12	2012	NaN	0	0	71.6	1
137	5/18/12	2012	NaN	0	0	75.2	1
138	5/19/12	2012	NaN	1	0	68.0	1
139	5/20/12	2012	NaN	1	0	64.4	1
140	5/21/12	2012	NaN	0	0	66.2	1
141	5/22/12	2012	NaN	0	0	71.6	1
142	5/23/12	2012	NaN	0	0	73.4	1
143	5/24/12	2012	NaN	0	0	73.4	1
144	5/25/12	2012	NaN	0	0	71.6	1
145	5/26/12	2012	NaN	1	0	71.6	1
146	5/27/12	2012	NaN	1	0	73.4	1
147	5/28/12	2012	NaN	0	0	80.6	1
148	5/29/12	2012	NaN	0	0	71.6	1
149	5/30/12	2012	NaN	0	0	75.2	1
150	5/31/12	2012	NaN	0	0	73.4	1
151	6/1/12	2012	NaN	0	0	77.0	1
152	6/2/12	2012	NaN	1	0	82.4	1
153	6/3/12	2012	NaN	1	0	78.8	1
157	6/7/12	2012	NaN	0	0	82.4	1
158	6/8/12	2012	NaN	0	0	80.6	1
159	6/9/12	2012	NaN	1	0	82.4	1
160	6/10/12	2012	NaN	1	0	75.2	1
161	6/11/12	2012	NaN	0	0	73.4	1
162	6/12/12	2012	NaN	0	0	80.6	1
163	6/13/12	2012	NaN	0	0	82.4	1
164	6/14/12	2012	NaN	0	0	82.4	1
165	6/15/12	2012	NaN	0	0	77.0	1
166	6/16/12	2012	NaN	1	0	73.4	1
167	6/17/12	2012	NaN	1	0	77.0	1
168	6/18/12	2012	NaN	0	0	80.6	1
169	6/19/12	2012	NaN	0	0	82.4	1
170	6/20/12	2012	NaN	0	0	82.4	1
171	6/21/12	2012	NaN	0	0	84.2	1
172	6/22/12	2012	NaN	0	0	78.8	1
173	6/23/12	2012	NaN	1	0	73.4	1
174	6/24/12	2012	NaN	1	0	71.6	1
175	6/25/12	2012	NaN	0	0	75.2	1
176	6/26/12	2012	NaN	0	0	78.8	1
177	6/27/12	2012	NaN	0	0	80.6	1
178	6/28/12	2012	NaN	0	0	80.6	1
179	6/29/12	2012	NaN	0	0	80.6	1
180	6/30/12	2012	NaN	1	0	80.6	1
181	7/1/12	2012	NaN	1	0	80.6	1
182	7/2/12	2012	NaN	0	0	77.0	1
183	7/3/12	2012	NaN	0	0	80.6	1
184	7/4/12	2012	NaN	0	0	84.2	1
185	7/5/12	2012	NaN	0	0	86.0	1
186	7/6/12	2012	NaN	0	0	80.6	1
187	7/7/12	2012	NaN	1	0	78.8	1
188	7/8/12	2012	NaN	1	0	80.6	1
189	7/9/12	2012	NaN	0	0	82.4	1
190	7/10/12	2012	NaN	0	0	82.4	1
191	7/11/12	2012	NaN	0	0	80.6	1
192	7/12/12	2012	NaN	0	0	80.6	1
193	7/13/12	2012	NaN	0	0	82.4	1
194	7/14/12	2012	NaN	1	0	80.6	1
195	7/15/12	2012	NaN	1	0	80.6	1
196	7/16/12	2012	NaN	0	0	78.8	1
197	7/17/12	2012	NaN	0	0	77.0	1
198	7/18/12	2012	NaN	0	0	75.2	1
199	7/19/12	2012	NaN	0	0	77.0	1
200	7/20/12	2012	NaN	0	0	77.0	1
201	7/21/12	2012	NaN	1	0	77.0	1
202	7/22/12	2012	NaN	1	0	82.4	1
203	7/23/12	2012	NaN	0	0	86.0	1
204	7/24/12	2012	NaN	0	0	78.8	1
205	7/25/12	2012	NaN	0	0	78.8	1
206	7/26/12	2012	NaN	0	0	86.0	1
207	7/27/12	2012	NaN	0	0	84.2	1
208	7/28/12	2012	NaN	1	0	84.2	1
209	7/29/12	2012	NaN	1	0	78.8	1
210	7/30/12	2012	NaN	0	0	80.6	1
211	7/31/12	2012	NaN	0	0	84.2	1
212	8/1/12	2012	NaN	0	0	86.0	1
213	8/2/12	2012	NaN	0	0	82.4	1
214	8/3/12	2012	NaN	0	0	82.4	1
215	8/4/12	2012	NaN	1	0	82.4	1
216	8/5/12	2012	NaN	1	0	80.6	1
217	8/6/12	2012	NaN	0	0	80.6	1
218	8/7/12	2012	NaN	0	0	82.4	1
219	8/8/12	2012	NaN	0	0	84.2	1
220	8/9/12	2012	NaN	0	0	84.2	1
221	8/10/12	2012	NaN	0	0	82.4	1
222	8/11/12	2012	NaN	1	0	84.2	1
223	8/12/12	2012	NaN	1	0	84.2	1
224	8/13/12	2012	NaN	0	0	82.4	1
225	8/14/12	2012	NaN	0	0	77.0	1
226	8/15/12	2012	NaN	0	0	75.2	1
227	8/16/12	2012	NaN	0	0	80.6	1
228	8/17/12	2012	NaN	0	0	78.8	1
229	8/18/12	2012	NaN	1	0	75.2	1
230	8/19/12	2012	NaN	1	0	77.0	1
231	8/20/12	2012	NaN	0	0	78.8	1
232	8/21/12	2012	NaN	0	0	78.8	1
233	8/22/12	2012	NaN	0	0	77.0	1
234	8/23/12	2012	NaN	0	0	77.0	1
235	8/24/12	2012	NaN	0	0	75.2	1
236	8/25/12	2012	NaN	1	0	73.4	1
237	8/26/12	2012	NaN	1	0	75.2	1
238	8/27/12	2012	NaN	0	0	75.2	1
239	8/28/12	2012	NaN	0	0	77.0	1
240	8/29/12	2012	NaN	0	0	78.8	1
241	8/30/12	2012	NaN	0	0	80.6	1
242	8/31/12	2012	NaN	0	0	77.0	1
243	9/1/12	2012	NaN	1	0	73.4	1
244	9/2/12	2012	NaN	1	0	75.2	1
245	9/3/12	2012	NaN	0	0	71.6	1
246	9/4/12	2012	NaN	0	0	75.2	1
247	9/5/12	2012	NaN	0	0	77.0	1
248	9/6/12	2012	NaN	0	0	75.2	1
249	9/7/12	2012	NaN	0	0	71.6	1
250	9/8/12	2012	NaN	1	0	68.0	1
251	9/9/12	2012	NaN	1	0	66.2	1
255	9/13/12	2012	NaN	0	0	69.8	1
256	9/14/12	2012	NaN	0	0	69.8	1
257	9/15/12	2012	NaN	1	0	69.8	1
258	9/16/12	2012	NaN	1	0	62.6	1
259	9/17/12	2012	NaN	0	0	59.0	1
260	9/18/12	2012	NaN	0	0	59.0	1
261	9/19/12	2012	NaN	0	0	60.8	1
262	9/20/12	2012	NaN	0	0	62.6	1
263	9/21/12	2012	NaN	0	0	66.2	1
264	9/22/12	2012	NaN	1	0	68.0	1
265	9/23/12	2012	NaN	1	0	68.0	1
266	9/24/12	2012	NaN	0	0	69.8	1
267	9/25/12	2012	NaN	0	0	69.8	1
268	9/26/12	2012	NaN	0	0	69.8	1
269	9/27/12	2012	NaN	0	0	69.8	1
270	9/28/12	2012	NaN	0	0	66.2	1
271	9/29/12	2012	NaN	1	0	60.8	1
272	9/30/12	2012	NaN	1	0	59.0	1
280	10/8/12	2012	NaN	0	0	66.2	1
281	10/9/12	2012	NaN	0	0	66.2	1
282	10/10/12	2012	NaN	0	0	62.6	1
283	10/11/12	2012	NaN	0	0	62.6	1
284	10/12/12	2012	NaN	0	0	62.6	1
285	10/13/12	2012	NaN	1	0	59.0	1
286	10/14/12	2012	NaN	1	0	57.2	1
287	10/15/12	2012	NaN	0	0	59.0	1
288	10/16/12	2012	NaN	0	0	57.2	1
289	10/17/12	2012	NaN	0	0	57.2	1
290	10/18/12	2012	NaN	0	0	59.0	1
291	10/19/12	2012	NaN	0	0	59.0	1
292	10/20/12	2012	NaN	1	0	60.8	1
293	10/21/12	2012	NaN	1	0	57.2	1
294	10/22/12	2012	NaN	0	0	60.8	1
295	10/23/12	2012	NaN	0	0	50.0	1
296	10/24/12	2012	NaN	0	0	46.4	1
297	10/25/12	2012	NaN	0	0	50.0	1
298	10/26/12	2012	NaN	0	0	48.2	1
299	10/27/12	2012	NaN	1	0	50.0	1
300	10/28/12	2012	NaN	1	0	51.8	1
301	10/29/12	2012	NaN	0	0	53.6	1
302	10/30/12	2012	NaN	0	0	53.6	1
303	10/31/12	2012	NaN	0	0	53.6	1
304	11/1/12	2012	NaN	0	0	51.8	1
305	11/2/12	2012	NaN	0	0	53.6	1
306	11/3/12	2012	NaN	1	0	51.8	1
307	11/4/12	2012	NaN	1	0	51.8	1
308	11/5/12	2012	NaN	0	0	53.6	1
309	11/6/12	2012	NaN	0	0	51.8	1
310	11/7/12	2012	NaN	0	0	50.0	1
311	11/8/12	2012	NaN	0	0	46.4	1
312	11/9/12	2012	NaN	0	0	46.4	1
313	11/10/12	2012	NaN	1	0	48.2	1
314	11/11/12	2012	NaN	1	0	50.0	1
315	11/12/12	2012	NaN	0	0	46.4	1
316	11/13/12	2012	NaN	0	0	42.8	1
317	11/14/12	2012	NaN	0	0	44.6	1
318	11/15/12	2012	NaN	0	0	44.6	1
319	11/16/12	2012	NaN	0	0	46.4	1
320	11/17/12	2012	NaN	1	0	41.0	1
321	11/18/12	2012	NaN	1	0	44.6	1
322	11/19/12	2012	NaN	0	0	37.4	1
323	11/20/12	2012	NaN	0	0	37.4	1
324	11/21/12	2012	NaN	0	0	41.0	1
325	11/22/12	2012	NaN	0	0	39.2	1
326	11/23/12	2012	NaN	0	0	33.8	1
327	11/24/12	2012	NaN	1	0	35.6	1
328	11/25/12	2012	NaN	1	0	37.4	1
329	11/26/12	2012	NaN	0	0	39.2	1
330	11/27/12	2012	NaN	0	0	37.4	1
331	11/28/12	2012	NaN	0	0	35.6	1
332	11/29/12	2012	NaN	0	0	32.0	1
333	11/30/12	2012	NaN	0	0	32.0	1
334	12/1/12	2012	NaN	1	0	33.8	1
335	12/2/12	2012	NaN	1	0	32.0	1
336	12/3/12	2012	NaN	0	0	32.0	1
337	12/4/12	2012	NaN	0	0	33.8	1
338	12/5/12	2012	NaN	0	0	32.0	1
339	12/6/12	2012	NaN	0	0	32.0	1
340	12/7/12	2012	NaN	0	0	30.2	0
341	12/8/12	2012	NaN	1	0	24.8	0
342	12/9/12	2012	NaN	1	0	28.4	1
343	12/10/12	2012	NaN	0	0	32.0	1
344	12/11/12	2012	NaN	0	0	33.8	1
345	12/12/12	2012	NaN	0	0	35.6	1
346	12/13/12	2012	NaN	0	0	32.0	1
347	12/14/12	2012	NaN	0	0	28.4	0
348	12/15/12	2012	NaN	1	0	24.8	0
349	12/16/12	2012	NaN	1	0	26.6	0
350	12/17/12	2012	NaN	0	0	26.6	0
351	12/18/12	2012	NaN	0	0	28.4	0
352	12/19/12	2012	NaN	0	0	30.2	1
353	12/20/12	2012	NaN	0	0	30.2	1
354	12/21/12	2012	NaN	0	0	28.4	0
355	12/22/12	2012	NaN	1	0	28.4	0
356	12/23/12	2012	NaN	1	0	30.2	1
357	12/24/12	2012	NaN	0	0	30.2	0
358	12/25/12	2012	NaN	0	0	30.2	0
359	12/26/12	2012	NaN	0	0	30.2	1
360	12/27/12	2012	NaN	0	0	30.2	1
361	12/28/12	2012	NaN	0	0	30.2	0
362	12/29/12	2012	NaN	1	0	26.6	1
363	12/30/12	2012	NaN	1	0	28.4	1
364	12/31/12	2012	NaN	0	0	30.2	0
368	1/4/13	2013	NaN	0	0	24.8	0
369	1/5/13	2013	NaN	1	0	26.6	0
370	1/6/13	2013	NaN	1	0	26.6	0
371	1/7/13	2013	NaN	0	0	26.6	0
372	1/8/13	2013	NaN	0	0	26.6	0
373	1/9/13	2013	NaN	0	0	28.4	0
374	1/10/13	2013	NaN	0	0	28.4	0
375	1/11/13	2013	NaN	0	0	24.8	0
376	1/12/13	2013	NaN	1	0	28.4	0
377	1/13/13	2013	NaN	1	0	30.2	0
378	1/14/13	2013	NaN	0	1	30.2	0
379	1/15/13	2013	NaN	0	1	30.2	0
380	1/16/13	2013	NaN	0	1	30.2	1
381	1/17/13	2013	NaN	0	1	30.2	1
382	1/18/13	2013	NaN	0	1	32.0	1
383	1/19/13	2013	NaN	1	1	28.4	1
384	1/20/13	2013	NaN	1	1	23.0	0
385	1/21/13	2013	NaN	0	1	19.4	0
393	1/29/13	2013	NaN	0	1	23.0	0
394	1/30/13	2013	NaN	0	1	23.0	0
395	1/31/13	2013	NaN	0	1	23.0	0
396	2/1/13	2013	NaN	0	1	19.4	0
397	2/2/13	2013	NaN	1	1	21.2	0
398	2/3/13	2013	NaN	1	1	26.6	0
399	2/4/13	2013	NaN	0	1	30.2	0
400	2/5/13	2013	NaN	0	1	30.2	0
401	2/6/13	2013	NaN	0	1	19.4	0
402	2/7/13	2013	NaN	0	0	23.0	0
403	2/8/13	2013	NaN	0	0	26.6	0
404	2/9/13	2013	NaN	1	0	28.4	0
405	2/10/13	2013	NaN	1	0	28.4	0
406	2/11/13	2013	NaN	0	0	32.0	0
407	2/12/13	2013	NaN	0	0	32.0	1
408	2/13/13	2013	NaN	0	0	33.8	1
409	2/14/13	2013	NaN	0	0	30.2	0
410	2/15/13	2013	NaN	0	0	32.0	1
411	2/16/13	2013	NaN	1	0	28.4	0
412	2/17/13	2013	NaN	1	0	28.4	0
413	2/18/13	2013	NaN	0	0	30.2	0
414	2/19/13	2013	NaN	0	0	32.0	1
415	2/20/13	2013	NaN	0	0	35.6	1
416	2/21/13	2013	NaN	0	0	33.8	1
417	2/22/13	2013	NaN	0	0	35.6	1
418	2/23/13	2013	NaN	1	0	33.8	1
419	2/24/13	2013	NaN	1	0	32.0	1
420	2/25/13	2013	NaN	0	0	32.0	1
421	2/26/13	2013	NaN	0	0	32.0	1
422	2/27/13	2013	NaN	0	0	35.6	1
423	2/28/13	2013	NaN	0	0	35.6	1
424	3/1/13	2013	NaN	0	0	39.2	1
425	3/1/13	2013	NaN	0	0	32.0	1
426	3/2/13	2013	NaN	1	0	35.6	1
427	3/3/13	2013	NaN	1	0	33.8	1
428	3/4/13	2013	NaN	0	0	35.6	1
429	3/5/13	2013	NaN	0	0	35.6	1
430	3/6/13	2013	NaN	0	0	39.2	1
431	3/7/13	2013	NaN	0	0	39.2	1
432	3/8/13	2013	NaN	0	0	32.0	1
433	3/9/13	2013	NaN	1	0	33.8	1
434	3/10/13	2013	NaN	1	0	33.8	1
435	3/11/13	2013	NaN	0	0	32.0	0
436	3/12/13	2013	NaN	0	0	37.4	1
437	3/13/13	2013	NaN	0	0	42.8	1
438	3/14/13	2013	NaN	0	0	42.8	1
439	3/15/13	2013	NaN	0	0	44.6	1
440	3/16/13	2013	NaN	1	0	48.2	1
441	3/17/13	2013	NaN	1	0	42.8	1
442	3/18/13	2013	NaN	0	0	35.6	1
443	3/19/13	2013	NaN	0	0	37.4	1
444	3/20/13	2013	NaN	0	0	44.6	1
445	3/21/13	2013	NaN	0	0	46.4	1
446	3/22/13	2013	NaN	0	0	41.0	1
447	3/23/13	2013	NaN	1	0	44.6	1
448	3/24/13	2013	NaN	1	0	44.6	1
449	3/25/13	2013	NaN	0	0	46.4	1
450	3/26/13	2013	NaN	0	0	32.0	1
451	3/27/13	2013	NaN	0	0	55.4	1
452	3/28/13	2013	NaN	0	0	59.0	1
453	3/29/13	2013	NaN	0	0	53.6	1
454	3/30/13	2013	NaN	1	0	46.4	1
455	3/31/13	2013	NaN	1	0	48.2	1
456	4/1/13	2013	NaN	0	0	46.4	1
460	4/5/13	2013	NaN	0	0	50.0	1
461	4/6/13	2013	NaN	1	0	55.4	1
462	4/7/13	2013	NaN	1	0	62.6	1
463	4/8/13	2013	NaN	0	0	59.0	1
464	4/9/13	2013	NaN	0	0	66.2	1
465	4/10/13	2013	NaN	0	0	59.0	1
466	4/11/13	2013	NaN	0	0	57.2	1
467	4/12/13	2013	NaN	0	0	60.8	1
468	4/13/13	2013	NaN	1	0	64.4	1
469	4/14/13	2013	NaN	1	0	69.8	1
470	4/15/13	2013	NaN	0	0	64.4	1
471	4/16/13	2013	NaN	0	0	60.8	1
472	4/17/13	2013	NaN	0	0	69.8	1
473	4/18/13	2013	NaN	0	0	66.2	1
474	4/19/13	2013	NaN	0	0	62.6	1
475	4/20/13	2013	NaN	1	0	62.6	1
476	4/21/13	2013	NaN	1	0	57.2	1
477	4/22/13	2013	NaN	0	0	32.0	1
478	4/23/13	2013	NaN	0	0	66.2	1
479	4/24/13	2013	NaN	0	0	59.0	1
480	4/25/13	2013	NaN	0	0	55.4	1
481	4/26/13	2013	NaN	0	0	64.4	1
482	4/27/13	2013	NaN	1	0	62.6	1
483	4/28/13	2013	NaN	1	0	60.8	1
487	5/2/13	2013	NaN	0	0	73.4	1
488	5/3/13	2013	NaN	0	0	75.2	1
489	5/4/13	2013	NaN	1	0	75.2	1
490	5/5/13	2013	NaN	1	0	73.4	1
491	5/6/13	2013	NaN	0	0	75.2	1
492	5/7/13	2013	NaN	0	0	32.0	1
493	5/8/13	2013	NaN	0	0	73.4	1
494	5/9/13	2013	NaN	0	0	73.4	1
495	5/10/13	2013	NaN	0	0	75.2	1
496	5/11/13	2013	NaN	1	0	66.2	1
497	5/12/13	2013	NaN	1	0	64.4	1
498	5/13/13	2013	NaN	0	0	68.0	1
499	5/14/13	2013	NaN	0	0	66.2	1
500	5/15/13	2013	NaN	0	0	68.0	1
501	5/16/13	2013	NaN	0	0	69.8	1
502	5/17/13	2013	NaN	0	0	73.4	1
503	5/18/13	2013	NaN	1	0	77.0	1
504	5/19/13	2013	NaN	1	0	75.2	1
505	5/20/13	2013	NaN	0	0	71.6	1
506	5/21/13	2013	NaN	0	0	75.2	1
507	5/22/13	2013	NaN	0	0	71.6	1
508	5/23/13	2013	NaN	0	0	73.4	1
509	5/24/13	2013	NaN	0	0	71.6	1
510	5/25/13	2013	NaN	1	0	69.8	1
511	5/26/13	2013	NaN	1	0	78.8	1
512	5/27/13	2013	NaN	0	0	80.6	1
513	5/28/13	2013	NaN	0	0	80.6	1
514	5/29/13	2013	NaN	0	0	69.8	1
515	5/30/13	2013	NaN	0	0	68.0	1
516	5/31/13	2013	NaN	0	0	71.6	1
517	6/1/13	2013	NaN	1	0	68.0	1
518	6/2/13	2013	NaN	1	0	71.6	1
519	6/3/13	2013	NaN	0	0	68.0	1
520	6/4/13	2013	NaN	0	0	77.0	1
521	6/5/13	2013	NaN	0	0	78.8	1
522	6/6/13	2013	NaN	0	0	77.0	1
523	6/7/13	2013	NaN	0	1	78.8	1
524	6/8/13	2013	NaN	1	1	80.6	1
525	6/9/13	2013	NaN	1	0	77.0	1
526	6/10/13	2013	NaN	0	0	71.6	1
527	6/11/13	2013	NaN	0	0	77.0	1
528	6/12/13	2013	NaN	0	0	73.4	1
529	6/13/13	2013	NaN	0	0	69.8	1
530	6/14/13	2013	NaN	0	0	71.6	1
531	6/15/13	2013	NaN	1	0	73.4	1
532	6/16/13	2013	NaN	1	0	82.4	1
533	6/17/13	2013	NaN	0	0	87.8	1
534	6/18/13	2013	NaN	0	0	86.0	1
535	6/19/13	2013	NaN	0	0	82.4	1
536	6/20/13	2013	NaN	0	0	80.6	1
537	6/21/13	2013	NaN	0	0	80.6	1
541	6/25/13	2013	NaN	0	0	77.0	1
542	6/26/13	2013	NaN	0	0	75.2	1
543	6/27/13	2013	NaN	0	0	75.2	1
544	6/28/13	2013	NaN	0	0	71.6	1
545	6/29/13	2013	NaN	1	0	71.6	1
546	6/30/13	2013	NaN	1	1	80.6	1
547	7/1/13	2013	NaN	0	1	84.2	1
548	7/2/13	2013	NaN	0	1	84.2	1
549	7/3/13	2013	NaN	0	1	84.2	1
550	7/4/13	2013	NaN	0	1	78.8	1
551	7/5/13	2013	NaN	0	1	78.8	1
552	7/6/13	2013	NaN	1	1	80.6	1
553	7/7/13	2013	NaN	1	1	77.0	1
554	7/8/13	2013	NaN	0	1	80.6	1
555	7/9/13	2013	NaN	0	1	78.8	1
556	7/10/13	2013	NaN	0	1	80.6	1
557	7/11/13	2013	NaN	0	1	82.4	1
558	7/12/13	2013	NaN	0	1	80.6	1
559	7/13/13	2013	NaN	1	1	78.8	1
560	7/14/13	2013	NaN	1	1	78.8	1
561	7/15/13	2013	NaN	0	1	80.6	1
562	7/16/13	2013	NaN	0	1	82.4	1
563	7/17/13	2013	NaN	0	1	82.4	1
564	7/18/13	2013	NaN	0	1	80.6	1
565	7/19/13	2013	NaN	0	1	82.4	1
566	7/20/13	2013	NaN	1	1	84.2	1
567	7/21/13	2013	NaN	1	1	78.8	1
568	7/22/13	2013	NaN	0	1	80.6	1
569	7/23/13	2013	NaN	0	1	82.4	1
570	7/24/13	2013	NaN	0	1	80.6	1
571	7/25/13	2013	NaN	0	1	78.8	1
572	7/26/13	2013	NaN	0	1	78.8	1
573	7/27/13	2013	NaN	1	1	78.8	1
574	7/28/13	2013	NaN	1	1	77.0	1
575	7/29/13	2013	NaN	0	1	82.4	1
576	7/30/13	2013	NaN	0	1	78.8	1
577	7/31/13	2013	NaN	0	1	71.6	1
578	8/1/13	2013	NaN	0	1	71.6	1
579	8/2/13	2013	NaN	0	1	78.8	0
580	8/3/13	2013	NaN	1	1	77.0	0
581	8/4/13	2013	NaN	1	1	80.6	1
582	8/5/13	2013	NaN	0	1	80.6	1
583	8/6/13	2013	NaN	0	1	82.4	1
584	8/7/13	2013	NaN	0	1	82.4	1
585	8/8/13	2013	NaN	0	1	78.8	0
586	8/9/13	2013	NaN	0	1	82.4	0
587	8/10/13	2013	NaN	1	1	82.4	1
588	8/11/13	2013	NaN	1	1	78.8	1
589	8/12/13	2013	NaN	0	1	75.2	1
590	8/13/13	2013	NaN	0	1	78.8	1
591	8/14/13	2013	NaN	0	1	73.4	1
592	8/15/13	2013	NaN	0	1	77.0	1
593	8/16/13	2013	NaN	0	1	78.8	1
594	8/17/13	2013	NaN	1	1	77.0	1
595	8/18/13	2013	NaN	1	1	77.0	1
596	8/19/13	2013	NaN	0	1	78.8	1
597	8/20/13	2013	NaN	0	1	77.0	1
598	8/21/13	2013	NaN	0	1	73.4	1
599	8/22/13	2013	NaN	0	1	71.6	1
600	8/23/13	2013	NaN	0	1	75.2	1
601	8/24/13	2013	NaN	1	1	73.4	1
602	8/25/13	2013	NaN	1	1	75.2	1
603	8/26/13	2013	NaN	0	1	77.0	1
604	8/27/13	2013	NaN	0	1	75.2	1
605	8/28/13	2013	NaN	0	1	80.6	0
606	8/29/13	2013	NaN	0	1	82.4	0
607	8/30/13	2013	NaN	0	1	84.2	0
608	8/31/13	2013	NaN	1	1	80.6	1
609	9/1/13	2013	NaN	1	0	75.2	1
610	9/2/13	2013	NaN	0	0	69.8	1
611	9/3/13	2013	NaN	0	0	68.0	1
612	9/4/13	2013	NaN	0	0	68.0	1
613	9/5/13	2013	NaN	0	0	69.8	1
614	9/6/13	2013	NaN	0	0	68.0	1
615	9/7/13	2013	NaN	1	0	69.8	1
616	9/8/13	2013	NaN	1	0	71.6	1
617	9/9/13	2013	NaN	0	0	75.2	1
618	9/10/13	2013	NaN	0	0	73.4	1
619	9/11/13	2013	NaN	0	0	69.8	1
620	9/12/13	2013	NaN	0	0	66.2	1
621	9/13/13	2013	NaN	0	0	62.6	1
622	9/14/13	2013	NaN	1	0	64.4	1
623	9/15/13	2013	NaN	1	0	66.2	1
624	9/16/13	2013	NaN	0	0	69.8	1
625	9/17/13	2013	NaN	0	0	69.8	1
626	9/18/13	2013	NaN	0	0	69.8	1
627	9/19/13	2013	NaN	0	0	69.8	1
628	9/20/13	2013	NaN	0	0	73.4	1
629	9/21/13	2013	NaN	1	0	68.0	1
630	9/22/13	2013	NaN	1	0	69.8	1
631	9/23/13	2013	NaN	0	0	71.6	1
632	9/24/13	2013	NaN	0	0	69.8	1
633	9/25/13	2013	NaN	0	0	64.4	1
634	9/26/13	2013	NaN	0	0	68.0	1
635	9/27/13	2013	NaN	0	0	64.4	1
636	9/28/13	2013	NaN	1	0	60.8	1
637	9/29/13	2013	NaN	1	0	62.6	1
646	10/8/13	2013	NaN	0	0	66.2	1
647	10/9/13	2013	NaN	0	0	60.8	1
648	10/10/13	2013	NaN	0	0	59.0	1
649	10/11/13	2013	NaN	0	0	60.8	1
650	10/12/13	2013	NaN	1	0	64.4	1
651	10/13/13	2013	NaN	1	0	55.4	1
652	10/14/13	2013	NaN	0	0	55.4	1
653	10/15/13	2013	NaN	0	0	55.4	1
654	10/16/13	2013	NaN	0	0	51.8	1
655	10/17/13	2013	NaN	0	0	51.8	1
656	10/18/13	2013	NaN	0	0	55.4	1
657	10/19/13	2013	NaN	1	0	57.2	1
658	10/20/13	2013	NaN	1	0	59.0	1
659	10/21/13	2013	NaN	0	0	51.8	1
660	10/22/13	2013	NaN	0	0	50.0	1
661	10/23/13	2013	NaN	0	0	55.4	1
662	10/24/13	2013	NaN	0	0	57.2	1
663	10/25/13	2013	NaN	0	0	59.0	1
664	10/26/13	2013	NaN	1	0	57.2	1
665	10/27/13	2013	NaN	1	0	57.2	1
666	10/28/13	2013	NaN	0	0	53.6	1
667	10/29/13	2013	NaN	0	0	46.4	1
668	10/30/13	2013	NaN	0	0	44.6	1
669	10/31/13	2013	NaN	0	0	44.6	1
670	11/1/13	2013	NaN	0	0	48.2	1
671	11/2/13	2013	NaN	1	0	50.0	1
672	11/3/13	2013	NaN	1	0	41.0	1
673	11/4/13	2013	NaN	0	0	35.6	1
674	11/5/13	2013	NaN	0	0	39.2	1
675	11/6/13	2013	NaN	0	0	41.0	1
676	11/7/13	2013	NaN	0	0	41.0	1
677	11/8/13	2013	NaN	0	0	42.8	1
678	11/9/13	2013	NaN	1	0	42.8	1
679	11/10/13	2013	NaN	1	0	35.6	1
680	11/11/13	2013	NaN	0	0	35.6	1
681	11/12/13	2013	NaN	0	0	37.4	1
682	11/13/13	2013	NaN	0	0	35.6	1
683	11/14/13	2013	NaN	0	0	37.4	1
684	11/15/13	2013	NaN	0	0	39.2	1
685	11/16/13	2013	NaN	1	0	39.2	1
686	11/17/13	2013	NaN	1	0	39.2	1
687	11/18/13	2013	NaN	0	0	42.8	1
688	11/19/13	2013	NaN	0	0	39.2	1
689	11/20/13	2013	NaN	0	0	39.2	1
690	11/21/13	2013	NaN	0	0	41.0	1
691	11/22/13	2013	NaN	0	0	35.6	1
692	11/23/13	2013	NaN	1	0	32.0	1
693	11/24/13	2013	NaN	1	0	35.6	1
694	11/25/13	2013	NaN	0	0	37.4	1
695	11/26/13	2013	NaN	0	0	33.8	1
696	11/27/13	2013	NaN	0	0	35.6	1
697	11/28/13	2013	NaN	0	0	32.0	0
698	11/29/13	2013	NaN	0	0	32.0	1
699	11/30/13	2013	NaN	1	0	28.4	0
700	12/1/13	2013	NaN	1	0	28.4	0
701	12/2/13	2013	NaN	0	0	30.2	1
702	12/3/13	2013	NaN	0	0	28.4	0
703	12/4/13	2013	NaN	0	0	28.4	1
704	12/5/13	2013	NaN	0	0	23.0	0
705	12/6/13	2013	NaN	0	0	24.8	0
706	12/7/13	2013	NaN	1	0	23.0	0
707	12/8/13	2013	NaN	1	0	21.2	0
708	12/9/13	2013	NaN	0	0	26.6	0
709	12/10/13	2013	NaN	0	0	24.8	0
710	12/11/13	2013	NaN	0	0	26.6	0
711	12/12/13	2013	NaN	0	0	30.2	1
712	12/13/13	2013	NaN	0	0	30.2	1
713	12/14/13	2013	NaN	1	0	30.2	1
714	12/15/13	2013	NaN	1	0	32.0	1
715	12/16/13	2013	NaN	0	0	32.0	1
716	12/17/13	2013	NaN	0	0	23.0	0
717	12/18/13	2013	NaN	0	0	26.6	0
718	12/19/13	2013	NaN	0	0	26.6	0
719	12/20/13	2013	NaN	0	0	26.6	1
720	12/21/13	2013	NaN	1	0	24.8	0
721	12/22/13	2013	NaN	1	0	32.0	1
722	12/23/13	2013	NaN	0	0	14.0	0
723	12/24/13	2013	NaN	0	0	21.2	0
724	12/25/13	2013	NaN	0	0	21.2	0
725	12/26/13	2013	NaN	0	0	21.2	0
726	12/27/13	2013	NaN	0	0	21.2	0
727	12/28/13	2013	NaN	1	0	21.2	0
728	12/29/13	2013	NaN	1	0	21.2	0
729	12/30/13	2013	NaN	0	0	21.2	0
730	12/31/13	2013	NaN	0	0	21.2	0
734	1/4/14	2014	NaN	1	0	21.2	0
735	1/5/14	2014	NaN	1	0	19.4	0
736	1/6/14	2014	NaN	0	0	21.2	0
737	1/7/14	2014	NaN	0	0	24.8	0
738	1/8/14	2014	NaN	0	0	21.2	0
739	1/9/14	2014	NaN	0	0	23.0	0
740	1/10/14	2014	NaN	0	0	24.8	0
741	1/11/14	2014	NaN	1	0	30.2	0
742	1/12/14	2014	NaN	1	0	28.4	0
743	1/13/14	2014	NaN	0	0	28.4	0
744	1/14/14	2014	NaN	0	0	28.4	1
745	1/15/14	2014	NaN	0	0	26.6	0
746	1/16/14	2014	NaN	0	0	24.8	0
747	1/17/14	2014	NaN	0	0	26.6	0
748	1/18/14	2014	NaN	1	0	28.4	0
749	1/19/14	2014	NaN	1	0	30.2	1
750	1/20/14	2014	NaN	0	0	24.8	0
751	1/21/14	2014	NaN	0	0	28.4	0
752	1/22/14	2014	NaN	0	0	28.4	0
753	1/23/14	2014	NaN	0	0	28.4	0
754	1/24/14	2014	NaN	0	0	26.6	0
755	1/25/14	2014	NaN	1	1	24.8	0
756	1/26/14	2014	NaN	1	1	26.6	0
757	1/27/14	2014	NaN	0	1	28.4	0
758	1/28/14	2014	NaN	0	1	32.0	1
759	1/29/14	2014	NaN	0	1	32.0	1
760	1/30/14	2014	NaN	0	1	30.2	1
761	1/31/14	2014	NaN	0	1	30.2	1
762	2/1/14	2014	NaN	1	1	28.4	0
763	2/2/14	2014	NaN	1	1	28.4	0
764	2/3/14	2014	NaN	0	1	28.4	1
765	2/4/14	2014	NaN	0	1	28.4	0
766	2/5/14	2014	NaN	0	1	28.4	0
767	2/6/14	2014	NaN	0	1	24.8	0
768	2/7/14	2014	NaN	0	1	19.4	0
769	2/8/14	2014	NaN	1	1	23.0	0
777	2/16/14	2014	NaN	1	1	32.0	1
778	2/17/14	2014	NaN	0	1	33.8	1
779	2/18/14	2014	NaN	0	1	28.4	0
780	2/19/14	2014	NaN	0	1	28.4	0
781	2/20/14	2014	NaN	0	0	30.2	0
782	2/21/14	2014	NaN	0	0	33.8	1
783	2/22/14	2014	NaN	1	0	33.8	1
784	2/23/14	2014	NaN	1	0	37.4	1
785	2/24/14	2014	NaN	0	0	33.8	1
786	2/25/14	2014	NaN	0	0	28.4	1
787	2/26/14	2014	NaN	0	0	37.4	1
788	2/27/14	2014	NaN	0	0	42.8	1
789	2/28/14	2014	NaN	0	0	41.0	1
790	3/1/14	2014	NaN	1	0	33.8	1
791	3/2/14	2014	NaN	1	0	33.8	1
792	3/3/14	2014	NaN	0	0	44.6	1
793	3/4/14	2014	NaN	0	0	46.4	1
794	3/5/14	2014	NaN	0	0	50.0	1
795	3/6/14	2014	NaN	0	0	46.4	1
796	3/7/14	2014	NaN	0	0	50.0	1
797	3/8/14	2014	NaN	1	0	53.6	1
798	3/9/14	2014	NaN	1	0	44.6	1
799	3/10/14	2014	NaN	0	0	39.2	1
800	3/11/14	2014	NaN	0	0	46.4	1
801	3/12/14	2014	NaN	0	0	39.2	1
802	3/13/14	2014	NaN	0	0	37.4	1
803	3/14/14	2014	NaN	0	0	41.0	1
804	3/15/14	2014	NaN	1	0	46.4	1
805	3/16/14	2014	NaN	1	0	48.2	1
806	3/17/14	2014	NaN	0	0	53.6	1
807	3/18/14	2014	NaN	0	0	42.8	1
808	3/19/14	2014	NaN	0	0	32.0	1
809	3/20/14	2014	NaN	0	0	39.2	1
810	3/21/14	2014	NaN	0	0	46.4	1
811	3/22/14	2014	NaN	1	0	42.8	1
812	3/23/14	2014	NaN	1	0	42.8	1
813	3/24/14	2014	NaN	0	0	39.2	1
814	3/25/14	2014	NaN	0	0	42.8	1
815	3/26/14	2014	NaN	0	0	48.2	1
816	3/27/14	2014	NaN	0	0	50.0	1
817	3/28/14	2014	NaN	0	0	41.0	1
818	3/29/14	2014	NaN	1	0	42.8	1
819	3/30/14	2014	NaN	1	0	42.8	1
820	3/31/14	2014	NaN	0	0	48.2	1
821	4/1/14	2014	NaN	0	0	46.4	1
822	4/2/14	2014	NaN	0	0	53.6	1
823	4/3/14	2014	NaN	0	0	50.0	1
827	4/7/14	2014	NaN	0	0	50.0	1
828	4/8/14	2014	NaN	0	0	46.4	1
829	4/9/14	2014	NaN	0	0	46.4	1
830	4/10/14	2014	NaN	0	0	46.4	1
831	4/11/14	2014	NaN	0	0	48.2	1
832	4/12/14	2014	NaN	1	0	59.0	1
833	4/13/14	2014	NaN	1	0	57.2	1
834	4/14/14	2014	NaN	0	0	50.0	1
835	4/15/14	2014	NaN	0	0	55.4	1
836	4/16/14	2014	NaN	0	0	53.6	1
837	4/17/14	2014	NaN	0	0	55.4	1
838	4/18/14	2014	NaN	0	0	50.0	1
839	4/19/14	2014	NaN	1	0	41.0	1
840	4/20/14	2014	NaN	1	0	50.0	1
841	4/21/14	2014	NaN	0	0	53.6	1
842	4/22/14	2014	NaN	0	0	57.2	1
843	4/23/14	2014	NaN	0	0	53.6	1
844	4/24/14	2014	NaN	0	0	60.8	1
845	4/25/14	2014	NaN	0	0	59.0	1
846	4/26/14	2014	NaN	1	0	60.8	1
847	4/27/14	2014	NaN	1	0	60.8	1
848	4/28/14	2014	NaN	0	0	59.0	1
852	5/2/14	2014	NaN	0	0	62.6	1
853	5/3/14	2014	NaN	1	0	62.6	1
854	5/4/14	2014	NaN	1	0	68.0	1
855	5/5/14	2014	NaN	0	0	73.4	1
856	5/6/14	2014	NaN	0	0	73.4	1
857	5/7/14	2014	NaN	0	0	73.4	1
858	5/8/14	2014	NaN	0	0	69.8	1
859	5/9/14	2014	NaN	0	0	64.4	1
860	5/10/14	2014	NaN	1	0	71.6	1
861	5/11/14	2014	NaN	1	0	75.2	1
862	5/12/14	2014	NaN	0	0	73.4	1
863	5/13/14	2014	NaN	0	0	73.4	1
864	5/14/14	2014	NaN	0	0	71.6	1
865	5/15/14	2014	NaN	0	0	71.6	1
866	5/16/14	2014	NaN	0	0	68.0	1
867	5/17/14	2014	NaN	1	0	69.8	1
868	5/18/14	2014	NaN	1	0	73.4	1
869	5/19/14	2014	NaN	0	0	68.0	1
870	5/20/14	2014	NaN	0	0	75.2	1
871	5/21/14	2014	NaN	0	0	75.2	1
872	5/22/14	2014	NaN	0	0	71.6	1
873	5/23/14	2014	NaN	0	0	75.2	1
874	5/24/14	2014	NaN	1	0	71.6	1
875	5/25/14	2014	NaN	1	0	71.6	1
876	5/26/14	2014	NaN	0	0	68.0	1
877	5/27/14	2014	NaN	0	0	69.8	1
878	5/28/14	2014	NaN	0	0	68.0	1
879	5/29/14	2014	NaN	0	0	71.6	1
880	5/30/14	2014	NaN	0	0	78.8	1
881	5/31/14	2014	NaN	1	0	77.0	1
882	6/1/14	2014	NaN	1	0	75.2	1
883	6/2/14	2014	NaN	0	0	73.4	1
884	6/3/14	2014	NaN	0	0	77.0	1
885	6/4/14	2014	NaN	0	0	73.4	1
886	6/5/14	2014	NaN	0	0	73.4	1
887	6/6/14	2014	NaN	0	0	69.8	1
888	6/7/14	2014	NaN	1	1	69.8	1
889	6/8/14	2014	NaN	1	1	68.0	1
890	6/9/14	2014	NaN	0	0	64.4	1
894	6/13/14	2014	NaN	0	0	77.0	1
895	6/14/14	2014	NaN	1	0	77.0	1
896	6/15/14	2014	NaN	1	0	80.6	1
897	6/16/14	2014	NaN	0	0	75.2	1
898	6/17/14	2014	NaN	0	0	77.0	1
899	6/18/14	2014	NaN	0	0	80.6	1
900	6/19/14	2014	NaN	0	0	82.4	1
901	6/20/14	2014	NaN	0	0	80.6	1
902	6/21/14	2014	NaN	1	0	78.8	1
903	6/22/14	2014	NaN	1	0	71.6	1
904	6/23/14	2014	NaN	0	0	78.8	1
905	6/24/14	2014	NaN	0	0	78.8	1
906	6/25/14	2014	NaN	0	0	77.0	1
907	6/26/14	2014	NaN	0	0	77.0	1
908	6/27/14	2014	NaN	0	0	82.4	1
909	6/28/14	2014	NaN	1	1	80.6	1
910	6/29/14	2014	NaN	1	1	78.8	1
911	6/30/14	2014	NaN	0	1	77.0	1
912	7/1/14	2014	NaN	0	1	75.2	1
913	7/2/14	2014	NaN	0	1	82.4	1
914	7/3/14	2014	NaN	0	1	86.0	1
915	7/4/14	2014	NaN	0	1	84.2	1
916	7/5/14	2014	NaN	1	1	84.2	1
917	7/6/14	2014	NaN	1	1	86.0	1
918	7/7/14	2014	NaN	0	1	82.4	1
919	7/8/14	2014	NaN	0	1	78.8	1
920	7/9/14	2014	NaN	0	1	75.2	1
921	7/10/14	2014	NaN	0	1	75.2	1
922	7/11/14	2014	NaN	0	1	75.2	1
923	7/12/14	2014	NaN	1	1	78.8	1
924	7/13/14	2014	NaN	1	1	80.6	1
925	7/14/14	2014	NaN	0	1	78.8	1
926	7/15/14	2014	NaN	0	1	75.2	1
927	7/16/14	2014	NaN	0	1	80.6	1
928	7/17/14	2014	NaN	0	1	82.4	1
929	7/18/14	2014	NaN	0	1	77.0	1
930	7/19/14	2014	NaN	1	1	78.8	1
931	7/20/14	2014	NaN	1	1	80.6	1
932	7/21/14	2014	NaN	0	1	80.6	1
933	7/22/14	2014	NaN	0	1	80.6	1
934	7/23/14	2014	NaN	0	1	78.8	1
935	7/24/14	2014	NaN	0	1	86.0	1
936	7/25/14	2014	NaN	0	1	84.2	1
937	7/26/14	2014	NaN	1	1	78.8	1
938	7/27/14	2014	NaN	1	1	77.0	1
939	7/28/14	2014	NaN	0	1	87.8	1
940	7/29/14	2014	NaN	0	1	82.4	1
941	7/30/14	2014	NaN	0	1	80.6	1
942	7/31/14	2014	NaN	0	1	77.0	1
943	8/1/14	2014	NaN	0	1	78.8	1
944	8/2/14	2014	NaN	1	1	78.8	1
945	8/3/14	2014	NaN	1	1	82.4	1
946	8/4/14	2014	NaN	0	1	82.4	1
947	8/5/14	2014	NaN	0	1	78.8	1
948	8/6/14	2014	NaN	0	1	78.8	1
949	8/7/14	2014	NaN	0	1	84.2	1
950	8/8/14	2014	NaN	0	1	86.0	1
951	8/9/14	2014	NaN	1	1	84.2	1
952	8/10/14	2014	NaN	1	1	80.6	1
953	8/11/14	2014	NaN	0	1	78.8	1
954	8/12/14	2014	NaN	0	1	80.6	1
955	8/13/14	2014	NaN	0	1	82.4	1
956	8/14/14	2014	NaN	0	1	84.2	1
957	8/15/14	2014	NaN	0	1	84.2	1
958	8/16/14	2014	NaN	1	1	84.2	1
959	8/17/14	2014	NaN	1	1	86.0	1
960	8/18/14	2014	NaN	0	1	82.4	1
961	8/19/14	2014	NaN	0	1	82.4	1
962	8/20/14	2014	NaN	0	1	78.8	1
963	8/21/14	2014	NaN	0	1	77.0	1
964	8/22/14	2014	NaN	0	1	77.0	1
965	8/23/14	2014	NaN	1	1	80.6	1
966	8/24/14	2014	NaN	1	1	80.6	1
967	8/25/14	2014	NaN	0	1	80.6	1
968	8/26/14	2014	NaN	0	1	82.4	1
969	8/27/14	2014	NaN	0	1	77.0	1
970	8/28/14	2014	NaN	0	1	77.0	1
971	8/29/14	2014	NaN	0	1	73.4	1
972	8/30/14	2014	NaN	1	1	69.8	1
973	8/31/14	2014	NaN	1	1	73.4	1
974	9/1/14	2014	NaN	0	0	75.2	1
975	9/2/14	2014	NaN	0	0	71.6	1
976	9/3/14	2014	NaN	0	0	71.6	1
977	9/4/14	2014	NaN	0	0	68.0	1
978	9/5/14	2014	NaN	0	0	69.8	1
979	9/6/14	2014	NaN	1	0	71.6	1
980	9/7/14	2014	NaN	1	0	73.4	1
981	9/8/14	2014	NaN	0	0	71.6	1
982	9/9/14	2014	NaN	0	0	71.6	1
983	9/10/14	2014	NaN	0	0	71.6	1
984	9/11/14	2014	NaN	0	0	73.4	1
985	9/12/14	2014	NaN	0	0	73.4	1
986	9/13/14	2014	NaN	1	0	73.4	1
987	9/14/14	2014	NaN	1	0	73.4	1
988	9/15/14	2014	NaN	0	0	71.6	1
989	9/16/14	2014	NaN	0	0	69.8	1
990	9/17/14	2014	NaN	0	0	69.8	1
991	9/18/14	2014	NaN	0	0	69.8	1
995	9/22/14	2014	NaN	0	0	69.8	1
996	9/23/14	2014	NaN	0	0	62.6	1
997	9/24/14	2014	NaN	0	0	60.8	1
998	9/25/14	2014	NaN	0	0	62.6	1
999	9/26/14	2014	NaN	0	0	66.2	1
1000	9/27/14	2014	NaN	1	0	66.2	1
1001	9/28/14	2014	NaN	1	0	64.4	1
1002	9/29/14	2014	NaN	0	0	64.4	1
1003	9/30/14	2014	NaN	0	0	66.2	1
1011	10/8/14	2014	NaN	0	0	62.6	0
1012	10/9/14	2014	NaN	0	0	66.2	1
1013	10/10/14	2014	NaN	0	0	60.8	1
1014	10/11/14	2014	NaN	1	0	62.6	1
1015	10/12/14	2014	NaN	1	0	64.4	1
1016	10/13/14	2014	NaN	0	0	59.0	1
1017	10/14/14	2014	NaN	0	0	48.2	1
1018	10/15/14	2014	NaN	0	0	48.2	1
1019	10/16/14	2014	NaN	0	0	53.6	1
1020	10/17/14	2014	NaN	0	0	55.4	1
1021	10/18/14	2014	NaN	1	0	55.4	1
1022	10/19/14	2014	NaN	1	0	51.8	1
1023	10/20/14	2014	NaN	0	0	55.4	1
1024	10/21/14	2014	NaN	0	0	53.6	1
1025	10/22/14	2014	NaN	0	0	50.0	1
1026	10/23/14	2014	NaN	0	0	48.2	1
1027	10/24/14	2014	NaN	0	0	50.0	1
1028	10/25/14	2014	NaN	1	0	51.8	1
1029	10/26/14	2014	NaN	1	0	53.6	1
1030	10/27/14	2014	NaN	0	0	53.6	1
1031	10/28/14	2014	NaN	0	0	51.8	1
1032	10/29/14	2014	NaN	0	0	48.2	1
1033	10/30/14	2014	NaN	0	0	50.0	1
1034	10/31/14	2014	NaN	0	0	48.2	1
1035	11/1/14	2014	NaN	1	0	46.4	1
1036	11/2/14	2014	NaN	1	0	51.8	1
1037	11/3/14	2014	NaN	0	0	50.0	1
1038	11/4/14	2014	NaN	0	0	51.8	1
1039	11/5/14	2014	NaN	0	0	50.0	1
1040	11/6/14	2014	NaN	0	0	50.0	1
1041	11/7/14	2014	NaN	0	0	48.2	1
1042	11/8/14	2014	NaN	1	0	48.2	1
1043	11/9/14	2014	NaN	1	0	46.4	1
1044	11/10/14	2014	NaN	0	0	42.8	1
1045	11/11/14	2014	NaN	0	0	44.6	1
1046	11/12/14	2014	NaN	0	0	44.6	1
1047	11/13/14	2014	NaN	0	0	46.4	1
1048	11/14/14	2014	NaN	0	0	44.6	1
1049	11/15/14	2014	NaN	1	0	48.2	1
1050	11/16/14	2014	NaN	1	0	42.8	1
1051	11/17/14	2014	NaN	0	0	39.2	1
1052	11/18/14	2014	NaN	0	0	39.2	1
1053	11/19/14	2014	NaN	0	0	39.2	1
1054	11/20/14	2014	NaN	0	0	39.2	1
1055	11/21/14	2014	NaN	0	0	39.2	1
1056	11/22/14	2014	NaN	1	0	41.0	1
1057	11/23/14	2014	NaN	1	0	44.6	1
1058	11/24/14	2014	NaN	0	0	39.2	1
1059	11/25/14	2014	NaN	0	0	35.6	1
1060	11/26/14	2014	NaN	0	0	33.8	1
1061	11/27/14	2014	NaN	0	0	28.4	1
1062	11/28/14	2014	NaN	0	0	33.8	1
1063	11/29/14	2014	NaN	1	0	41.0	1
1064	11/30/14	2014	NaN	1	0	37.4	1
1065	12/1/14	2014	NaN	0	0	39.2	1
1066	12/2/14	2014	NaN	0	0	41.0	1
1067	12/3/14	2014	NaN	0	0	42.8	1
1068	12/4/14	2014	NaN	0	0	42.8	1
1069	12/5/14	2014	NaN	0	0	39.2	1
1070	12/6/14	2014	NaN	1	0	39.2	1
1071	12/7/14	2014	NaN	1	0	39.2	1
1072	12/8/14	2014	NaN	0	0	39.2	1
1073	12/9/14	2014	NaN	0	0	33.8	1
1074	12/10/14	2014	NaN	0	0	33.8	1
1075	12/11/14	2014	NaN	0	0	33.8	1
1076	12/12/14	2014	NaN	0	0	30.2	0
1077	12/13/14	2014	NaN	1	0	32.0	1
1078	12/14/14	2014	NaN	1	0	32.0	0
1079	12/15/14	2014	NaN	0	0	32.0	1
1080	12/16/14	2014	NaN	0	0	30.2	1
1081	12/17/14	2014	NaN	0	0	28.4	0
1082	12/18/14	2014	NaN	0	0	28.4	0
1083	12/19/14	2014	NaN	0	0	26.6	0
1084	12/20/14	2014	NaN	1	0	28.4	0
1085	12/21/14	2014	NaN	1	0	28.4	0
1086	12/22/14	2014	NaN	0	0	30.2	0
1087	12/23/14	2014	NaN	0	0	30.2	0
1088	12/24/14	2014	NaN	0	0	30.2	0
1089	12/25/14	2014	NaN	0	0	32.0	1
1090	12/26/14	2014	NaN	0	0	26.6	0
1091	12/27/14	2014	NaN	1	0	28.4	0
1092	12/28/14	2014	NaN	1	0	28.4	0
1093	12/29/14	2014	NaN	0	0	32.0	0
1094	12/30/14	2014	NaN	0	0	33.8	1
1095	12/31/14	2014	NaN	0	0	35.6	1
1097	1/2/15	2015	NaN	0	0	37.4	1
1098	1/3/15	2015	NaN	1	0	35.6	1
1099	1/4/15	2015	NaN	1	0	32.0	1
1100	1/5/15	2015	NaN	0	0	33.8	1
1101	1/6/15	2015	NaN	0	0	32.0	1
1102	1/7/15	2015	NaN	0	0	32.0	1
1103	1/8/15	2015	NaN	0	0	24.8	0
1104	1/9/15	2015	NaN	0	0	24.8	0
1105	1/10/15	2015	NaN	1	0	28.4	0
1106	1/11/15	2015	NaN	1	0	32.0	1
1107	1/12/15	2015	NaN	0	0	26.6	0
1108	1/13/15	2015	NaN	0	0	28.4	0
1109	1/14/15	2015	NaN	0	0	30.2	0
1110	1/15/15	2015	NaN	0	0	32.0	1
1111	1/16/15	2015	NaN	0	0	32.0	1
1112	1/17/15	2015	NaN	1	0	30.2	0
1113	1/18/15	2015	NaN	1	0	33.8	1
1114	1/19/15	2015	NaN	0	1	33.8	1
1115	1/20/15	2015	NaN	0	1	30.2	1
1116	1/21/15	2015	NaN	0	1	32.0	0
1117	1/22/15	2015	NaN	0	1	32.0	1
1118	1/23/15	2015	NaN	0	1	32.0	1
1119	1/24/15	2015	NaN	1	1	35.6	1
1120	1/25/15	2015	NaN	1	1	33.8	1
1121	1/26/15	2015	NaN	0	1	32.0	1
1122	1/27/15	2015	NaN	0	1	35.6	1
1123	1/28/15	2015	NaN	0	1	32.0	1
1124	1/29/15	2015	NaN	0	1	33.8	1
1125	1/30/15	2015	NaN	0	1	33.8	1
1133	2/7/15	2015	NaN	1	1	26.6	1
1134	2/8/15	2015	NaN	1	1	24.8	0
1135	2/9/15	2015	NaN	0	1	21.2	0
1136	2/10/15	2015	NaN	0	1	23.0	0
1137	2/11/15	2015	NaN	0	1	24.8	0
1138	2/12/15	2015	NaN	0	1	28.4	0
1139	2/13/15	2015	NaN	0	1	26.6	0
1140	2/14/15	2015	NaN	1	1	30.2	1
1141	2/15/15	2015	NaN	1	1	32.0	1
1142	2/16/15	2015	NaN	0	1	32.0	1
1143	2/17/15	2015	NaN	0	0	32.0	1
1144	2/18/15	2015	NaN	0	0	30.2	1
1145	2/19/15	2015	NaN	0	0	32.0	1
1146	2/20/15	2015	NaN	0	0	32.0	1
1147	2/21/15	2015	NaN	1	0	32.0	1
1148	2/22/15	2015	NaN	1	0	35.6	1
1149	2/23/15	2015	NaN	0	0	33.8	1
1150	2/24/15	2015	NaN	0	0	39.2	1
1151	2/25/15	2015	NaN	0	0	41.0	1
1152	2/26/15	2015	NaN	0	0	41.0	1
1153	2/27/15	2015	NaN	0	0	37.4	1
1154	2/28/15	2015	NaN	1	0	33.8	1
1155	3/1/15	2015	NaN	1	0	39.2	1
1156	3/2/15	2015	NaN	0	0	39.2	1
1157	3/3/15	2015	NaN	0	0	37.4	1
1158	3/4/15	2015	NaN	0	0	35.6	1
1159	3/5/15	2015	NaN	0	0	37.4	1
1160	3/6/15	2015	NaN	0	0	35.6	1
1161	3/7/15	2015	NaN	1	0	37.4	1
1162	3/8/15	2015	NaN	1	0	37.4	1
1163	3/9/15	2015	NaN	0	0	39.2	1
1164	3/10/15	2015	NaN	0	0	42.8	1
1165	3/11/15	2015	NaN	0	0	44.6	1
1166	3/12/15	2015	NaN	0	0	39.2	1
1167	3/13/15	2015	NaN	0	0	46.4	1
1168	3/14/15	2015	NaN	1	0	48.2	1
1169	3/15/15	2015	NaN	1	0	53.6	1
1170	3/16/15	2015	NaN	0	0	51.8	1
1171	3/17/15	2015	NaN	0	0	53.6	1
1172	3/18/15	2015	NaN	0	0	51.8	1
1173	3/19/15	2015	NaN	0	0	46.4	1
1174	3/20/15	2015	NaN	0	0	50.0	1
1175	3/21/15	2015	NaN	1	0	53.6	1
1176	3/22/15	2015	NaN	1	0	57.2	1
1177	3/23/15	2015	NaN	0	0	55.4	1
1178	3/24/15	2015	NaN	0	0	59.0	1
1179	3/25/15	2015	NaN	0	0	60.8	1
1180	3/26/15	2015	NaN	0	0	60.8	1
1181	3/27/15	2015	NaN	0	0	62.6	1
1182	3/28/15	2015	NaN	1	0	60.8	1
1183	3/29/15	2015	NaN	1	0	59.0	1
1184	3/30/15	2015	NaN	0	0	62.6	1
1185	3/31/15	2015	NaN	0	0	57.2	1
1186	4/1/15	2015	NaN	0	0	62.6	1
1187	4/2/15	2015	NaN	0	0	60.8	1
1188	4/3/15	2015	NaN	0	0	55.4	1
1189	4/4/15	2015	NaN	1	0	60.8	1
1193	4/8/15	2015	NaN	0	0	64.4	1
1194	4/9/15	2015	NaN	0	0	66.2	1
1195	4/10/15	2015	NaN	0	0	57.2	1
1196	4/11/15	2015	NaN	1	0	57.2	1
1197	4/12/15	2015	NaN	1	0	59.0	1
1198	4/13/15	2015	NaN	0	0	62.6	1
1199	4/14/15	2015	NaN	0	0	66.2	1
1200	4/15/15	2015	NaN	0	0	64.4	1
1201	4/16/15	2015	NaN	0	0	60.8	1
1202	4/17/15	2015	NaN	0	0	57.2	1
1203	4/18/15	2015	NaN	1	0	60.8	1
1204	4/19/15	2015	NaN	1	0	53.6	1
1205	4/20/15	2015	NaN	0	0	60.8	1
1206	4/21/15	2015	NaN	0	0	62.6	1
1207	4/22/15	2015	NaN	0	0	68.0	1
1208	4/23/15	2015	NaN	0	0	69.8	1
1209	4/24/15	2015	NaN	0	0	66.2	1
1210	4/25/15	2015	NaN	1	0	64.4	1
1211	4/26/15	2015	NaN	1	0	60.8	1
1212	4/27/15	2015	NaN	0	0	64.4	1
1213	4/28/15	2015	NaN	0	0	64.4	1
1214	4/29/15	2015	NaN	0	0	68.0	1
1215	4/30/15	2015	NaN	0	0	71.6	1
1219	5/4/15	2015	NaN	0	0	55.4	1
1220	5/5/15	2015	NaN	0	0	57.2	1
1221	5/6/15	2015	NaN	0	0	59.0	1
1222	5/7/15	2015	NaN	0	0	64.4	1
1223	5/8/15	2015	NaN	0	0	64.4	1
1224	5/9/15	2015	NaN	1	0	62.6	1
1225	5/10/15	2015	NaN	1	0	59.0	1
1226	5/11/15	2015	NaN	0	0	51.8	1
1227	5/12/15	2015	NaN	0	0	71.6	1
1228	5/13/15	2015	NaN	0	0	73.4	1
1229	5/14/15	2015	NaN	0	0	62.6	1
1230	5/15/15	2015	NaN	0	0	71.6	1
1231	5/16/15	2015	NaN	1	0	69.8	1
1232	5/17/15	2015	NaN	1	0	71.6	1
1233	5/18/15	2015	NaN	0	0	75.2	1
1234	5/19/15	2015	NaN	0	0	75.2	1
1235	5/20/15	2015	NaN	0	0	75.2	1
1236	5/21/15	2015	NaN	0	0	77.0	1
1237	5/22/15	2015	NaN	0	0	82.4	1
1238	5/23/15	2015	NaN	1	0	78.8	1
1239	5/24/15	2015	NaN	1	0	71.6	1
1240	5/25/15	2015	NaN	0	0	73.4	1
1241	5/26/15	2015	NaN	0	0	80.6	1
1242	5/27/15	2015	NaN	0	0	78.8	1
1243	5/28/15	2015	NaN	0	0	84.2	1
1244	5/29/15	2015	NaN	0	0	86.0	1
1245	5/30/15	2015	NaN	1	0	84.2	1
1249	6/3/15	2015	NaN	0	0	78.8	1
1250	6/4/15	2015	NaN	0	0	78.8	1
1251	6/5/15	2015	NaN	0	0	82.4	1
1252	6/6/15	2015	NaN	1	0	71.6	1
1253	6/7/15	2015	NaN	1	1	75.2	1
1254	6/8/15	2015	NaN	0	1	73.4	1
1255	6/9/15	2015	NaN	0	0	75.2	1
1256	6/10/15	2015	NaN	0	0	73.4	1
1257	6/11/15	2015	NaN	0	0	73.4	1
1258	6/12/15	2015	NaN	0	0	80.6	1
1259	6/13/15	2015	NaN	1	0	78.8	1
1260	6/14/15	2015	NaN	1	0	80.6	1
1261	6/15/15	2015	NaN	0	0	82.4	1
1262	6/16/15	2015	NaN	0	0	77.0	1
1263	6/17/15	2015	NaN	0	0	75.2	1
1264	6/18/15	2015	NaN	0	0	77.0	1
1265	6/19/15	2015	NaN	0	0	73.4	1
1266	6/20/15	2015	NaN	1	0	73.4	1
1267	6/21/15	2015	NaN	1	0	73.4	1
1268	6/22/15	2015	NaN	0	0	73.4	1
1269	6/23/15	2015	NaN	0	0	78.8	1
1270	6/24/15	2015	NaN	0	0	80.6	1
1271	6/25/15	2015	NaN	0	0	75.2	1
1272	6/26/15	2015	NaN	0	0	80.6	1
1273	6/27/15	2015	NaN	1	0	82.4	1
1274	6/28/15	2015	NaN	1	0	84.2	1
1275	6/29/15	2015	NaN	0	0	84.2	1
1276	6/30/15	2015	NaN	0	1	82.4	1
1277	7/1/15	2015	NaN	0	1	78.8	1
1278	7/2/15	2015	NaN	0	1	75.2	1
1279	7/3/15	2015	NaN	0	1	78.8	1
1280	7/4/15	2015	NaN	1	1	80.6	1
1281	7/5/15	2015	NaN	1	1	80.6	1
1282	7/6/15	2015	NaN	0	1	80.6	1
1283	7/7/15	2015	NaN	0	1	82.4	1
1284	7/8/15	2015	NaN	0	1	82.4	1
1285	7/9/15	2015	NaN	0	1	80.6	1
1286	7/10/15	2015	NaN	0	1	86.0	1
1287	7/11/15	2015	NaN	1	1	84.2	1
1288	7/12/15	2015	NaN	1	1	82.4	1
1289	7/13/15	2015	NaN	0	1	84.2	1
1290	7/14/15	2015	NaN	0	1	84.2	1
1291	7/15/15	2015	NaN	0	1	84.2	1
1292	7/16/15	2015	NaN	0	1	80.6	1
1293	7/17/15	2015	NaN	0	1	80.6	1
1294	7/18/15	2015	NaN	1	1	86.0	1
1295	7/19/15	2015	NaN	1	1	87.8	1
1296	7/20/15	2015	NaN	0	1	87.8	1
1297	7/21/15	2015	NaN	0	1	84.2	1
1298	7/22/15	2015	NaN	0	1	80.6	1
1299	7/23/15	2015	NaN	0	1	82.4	1
1300	7/24/15	2015	NaN	0	1	80.6	1
1301	7/25/15	2015	NaN	1	1	82.4	1
1302	7/26/15	2015	NaN	1	1	86.0	1
1303	7/27/15	2015	NaN	0	1	84.2	1
1304	7/28/15	2015	NaN	0	1	84.2	1
1305	7/29/15	2015	NaN	0	1	80.6	1
1306	7/30/15	2015	NaN	0	1	78.8	1
1307	7/31/15	2015	NaN	0	1	82.4	1
1308	8/1/15	2015	NaN	1	1	82.4	1
1309	8/2/15	2015	NaN	1	1	84.2	1
1310	8/3/15	2015	NaN	0	1	84.2	1
1311	8/4/15	2015	NaN	0	1	77.0	1
1312	8/5/15	2015	NaN	0	1	78.8	1
1313	8/6/15	2015	NaN	0	1	80.6	1
1314	8/7/15	2015	NaN	0	1	78.8	1
1315	8/8/15	2015	NaN	1	1	78.8	1
1316	8/9/15	2015	NaN	1	1	78.8	1
1317	8/10/15	2015	NaN	0	1	80.6	1
1318	8/11/15	2015	NaN	0	1	80.6	1
1319	8/12/15	2015	NaN	0	1	77.0	1
1320	8/13/15	2015	NaN	0	1	69.8	1
1321	8/14/15	2015	NaN	0	1	77.0	1
1322	8/15/15	2015	NaN	1	1	78.8	1
1323	8/16/15	2015	NaN	1	1	80.6	1
1324	8/17/15	2015	NaN	0	1	77.0	1
1325	8/18/15	2015	NaN	0	1	77.0	1
1326	8/19/15	2015	NaN	0	1	80.6	1
1327	8/20/15	2015	NaN	0	1	82.4	1
1328	8/21/15	2015	NaN	0	1	80.6	1
1329	8/22/15	2015	NaN	1	1	78.8	1
1330	8/23/15	2015	NaN	1	1	78.8	1
1331	8/24/15	2015	NaN	0	1	77.0	1
1332	8/25/15	2015	NaN	0	1	77.0	1
1333	8/26/15	2015	NaN	0	1	78.8	1
1334	8/27/15	2015	NaN	0	1	80.6	1
1335	8/28/15	2015	NaN	0	1	73.4	1
1336	8/29/15	2015	NaN	1	1	73.4	1
1337	8/30/15	2015	NaN	1	1	73.4	1
1338	8/31/15	2015	NaN	0	1	73.4	1
1339	9/1/15	2015	NaN	0	0	71.6	1
1340	9/2/15	2015	NaN	0	0	68.0	1
1344	9/6/15	2015	NaN	1	0	75.2	1
1345	9/7/15	2015	NaN	0	0	77.0	1
1346	9/8/15	2015	NaN	0	0	73.4	1
1347	9/9/15	2015	NaN	0	0	71.6	1
1348	9/10/15	2015	NaN	0	0	73.4	1

date_info['HOLIDAY'] = date_info['HOLIDAY'].fillna("No Holiday")

date_info

	CALENDAR_DATE	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
0	1/1/12	2012	New Year	1	0	24.8	0
1	1/2/12	2012	New Year	0	0	24.8	0
2	1/3/12	2012	New Year	0	0	32.0	1
3	1/4/12	2012	No Holiday	0	0	32.0	1
4	1/5/12	2012	No Holiday	0	0	24.8	0
5	1/6/12	2012	No Holiday	0	0	23.0	0
6	1/7/12	2012	No Holiday	1	0	26.6	0
7	1/8/12	2012	No Holiday	1	0	26.6	0
8	1/9/12	2012	No Holiday	0	0	23.0	0
9	1/10/12	2012	No Holiday	0	0	24.8	0
10	1/11/12	2012	No Holiday	0	0	21.2	0
11	1/12/12	2012	No Holiday	0	0	24.8	0
12	1/13/12	2012	No Holiday	0	0	26.6	0
13	1/14/12	2012	No Holiday	1	0	23.0	0
14	1/15/12	2012	No Holiday	1	0	32.0	1
15	1/16/12	2012	No Holiday	0	0	23.0	0
16	1/17/12	2012	No Holiday	0	0	23.0	0
17	1/18/12	2012	No Holiday	0	0	23.0	0
18	1/19/12	2012	No Holiday	0	0	24.8	0
19	1/20/12	2012	No Holiday	0	0	26.6	0
20	1/21/12	2012	No Holiday	1	0	26.6	0
21	1/22/12	2012	No Holiday	1	0	24.8	0
22	1/23/12	2012	No Holiday	0	0	23.0	0
23	1/24/12	2012	No Holiday	0	0	24.8	0
24	1/25/12	2012	No Holiday	0	0	23.0	0
25	1/26/12	2012	No Holiday	0	0	24.8	0
26	1/27/12	2012	No Holiday	0	0	32.0	1
27	1/28/12	2012	No Holiday	1	0	32.0	1
28	1/29/12	2012	No Holiday	1	0	23.0	0
29	1/30/12	2012	No Holiday	0	0	28.4	0
30	1/31/12	2012	No Holiday	0	0	32.0	1
31	2/1/12	2012	No Holiday	0	0	32.0	1
32	2/2/12	2012	Luner New Year	0	0	32.0	1
33	2/3/12	2012	Luner New Year	0	0	32.0	1
34	2/4/12	2012	Luner New Year	1	0	32.0	1
35	2/5/12	2012	Luner New Year	1	0	32.0	1
36	2/6/12	2012	Luner New Year	0	0	32.0	1
37	2/7/12	2012	Luner New Year	0	0	32.0	1
38	2/8/12	2012	Luner New Year	0	0	32.0	1
39	2/9/12	2012	No Holiday	0	0	32.0	1
40	2/10/12	2012	No Holiday	0	0	32.0	1
41	2/11/12	2012	No Holiday	1	0	24.8	0
42	2/12/12	2012	No Holiday	1	0	24.8	0
43	2/13/12	2012	No Holiday	0	0	32.0	1
44	2/14/12	2012	No Holiday	0	0	32.0	1
45	2/15/12	2012	No Holiday	0	0	32.0	1
46	2/16/12	2012	No Holiday	0	0	32.0	1
47	2/17/12	2012	No Holiday	0	0	32.0	1
48	2/18/12	2012	No Holiday	1	0	32.0	1
49	2/19/12	2012	No Holiday	1	0	37.4	1
50	2/20/12	2012	No Holiday	0	0	37.4	1
51	2/21/12	2012	No Holiday	0	0	39.2	1
52	2/22/12	2012	No Holiday	0	0	39.2	1
53	2/23/12	2012	No Holiday	0	0	42.8	1
54	2/24/12	2012	No Holiday	0	0	39.2	1
55	2/25/12	2012	No Holiday	1	0	37.4	1
56	2/26/12	2012	No Holiday	1	0	32.0	1
57	2/27/12	2012	No Holiday	0	0	30.2	1
58	2/28/12	2012	No Holiday	0	0	33.8	1
59	3/1/12	2012	No Holiday	0	0	33.8	1
60	3/2/12	2012	No Holiday	0	0	35.6	1
61	3/3/12	2012	No Holiday	1	0	35.6	1
62	3/4/12	2012	No Holiday	1	0	41.0	1
63	3/5/12	2012	No Holiday	0	0	44.6	1
64	3/6/12	2012	No Holiday	0	0	39.2	1
65	3/7/12	2012	No Holiday	0	0	39.2	1
66	3/8/12	2012	No Holiday	0	0	39.2	1
67	3/9/12	2012	No Holiday	0	0	41.0	1
68	3/10/12	2012	No Holiday	1	0	46.4	1
69	3/11/12	2012	No Holiday	1	0	50.0	1
70	3/12/12	2012	No Holiday	0	0	55.4	1
71	3/13/12	2012	No Holiday	0	0	50.0	1
72	3/14/12	2012	No Holiday	0	0	41.0	1
73	3/15/12	2012	No Holiday	0	0	37.4	1
74	3/16/12	2012	No Holiday	0	0	42.8	1
75	3/17/12	2012	No Holiday	1	0	50.0	1
76	3/18/12	2012	No Holiday	1	0	44.6	1
77	3/19/12	2012	No Holiday	0	0	46.4	1
78	3/20/12	2012	No Holiday	0	0	44.6	1
79	3/21/12	2012	No Holiday	0	0	37.4	1
80	3/22/12	2012	No Holiday	0	0	39.2	1
81	3/23/12	2012	No Holiday	0	0	42.8	1
82	3/24/12	2012	No Holiday	1	0	42.8	1
83	3/25/12	2012	No Holiday	1	0	42.8	1
84	3/26/12	2012	No Holiday	0	0	46.4	1
85	3/27/12	2012	No Holiday	0	0	48.2	1
86	3/28/12	2012	No Holiday	0	0	50.0	1
87	3/29/12	2012	No Holiday	0	0	51.8	1
88	3/30/12	2012	No Holiday	0	0	57.2	1
89	3/31/12	2012	No Holiday	1	0	57.2	1
90	4/1/12	2012	No Holiday	1	0	44.6	1
91	4/2/12	2012	No Holiday	0	0	44.6	1
92	4/3/12	2012	Qing Ming Festival	0	0	48.2	1
93	4/4/12	2012	Qing Ming Festival	0	0	53.6	1
94	4/5/12	2012	Qing Ming Festival	0	0	57.2	1
95	4/6/12	2012	No Holiday	0	0	55.4	1
96	4/7/12	2012	No Holiday	1	0	53.6	1
97	4/8/12	2012	No Holiday	1	0	55.4	1
98	4/9/12	2012	No Holiday	0	0	60.8	1
99	4/10/12	2012	No Holiday	0	0	50.0	1
100	4/11/12	2012	No Holiday	0	0	57.2	1
101	4/12/12	2012	No Holiday	0	0	62.6	1
102	4/13/12	2012	No Holiday	0	0	66.2	1
103	4/14/12	2012	No Holiday	1	0	69.8	1
104	4/15/12	2012	No Holiday	1	0	60.8	1
105	4/16/12	2012	No Holiday	0	0	66.2	1
106	4/17/12	2012	No Holiday	0	0	57.2	1
107	4/18/12	2012	No Holiday	0	0	57.2	1
108	4/19/12	2012	No Holiday	0	0	62.6	1
109	4/20/12	2012	No Holiday	0	0	66.2	1
110	4/21/12	2012	No Holiday	1	0	53.6	1
111	4/22/12	2012	No Holiday	1	0	57.2	1
112	4/23/12	2012	No Holiday	0	0	55.4	1
113	4/24/12	2012	No Holiday	0	0	60.8	1
114	4/25/12	2012	No Holiday	0	0	55.4	1
115	4/26/12	2012	No Holiday	0	0	53.6	1
116	4/27/12	2012	No Holiday	0	0	60.8	1
117	4/28/12	2012	No Holiday	1	0	64.4	1
118	4/29/12	2012	No Holiday	1	0	62.6	1
119	4/30/12	2012	Labor Day	0	0	62.6	1
120	5/1/12	2012	Labor Day	0	0	66.2	1
121	5/2/12	2012	Labor Day	0	0	64.4	1
122	5/3/12	2012	No Holiday	0	0	66.2	1
123	5/4/12	2012	No Holiday	0	0	60.8	1
124	5/5/12	2012	No Holiday	1	0	64.4	1
125	5/6/12	2012	No Holiday	1	0	66.2	1
126	5/7/12	2012	No Holiday	0	0	68.0	1
127	5/8/12	2012	No Holiday	0	0	59.0	1
128	5/9/12	2012	No Holiday	0	0	69.8	1
129	5/10/12	2012	No Holiday	0	0	66.2	1
130	5/11/12	2012	No Holiday	0	0	68.0	1
131	5/12/12	2012	No Holiday	1	0	64.4	1
132	5/13/12	2012	No Holiday	1	0	69.8	1
133	5/14/12	2012	No Holiday	0	0	71.6	1
134	5/15/12	2012	No Holiday	0	0	66.2	1
135	5/16/12	2012	No Holiday	0	0	69.8	1
136	5/17/12	2012	No Holiday	0	0	71.6	1
137	5/18/12	2012	No Holiday	0	0	75.2	1
138	5/19/12	2012	No Holiday	1	0	68.0	1
139	5/20/12	2012	No Holiday	1	0	64.4	1
140	5/21/12	2012	No Holiday	0	0	66.2	1
141	5/22/12	2012	No Holiday	0	0	71.6	1
142	5/23/12	2012	No Holiday	0	0	73.4	1
143	5/24/12	2012	No Holiday	0	0	73.4	1
144	5/25/12	2012	No Holiday	0	0	71.6	1
145	5/26/12	2012	No Holiday	1	0	71.6	1
146	5/27/12	2012	No Holiday	1	0	73.4	1
147	5/28/12	2012	No Holiday	0	0	80.6	1
148	5/29/12	2012	No Holiday	0	0	71.6	1
149	5/30/12	2012	No Holiday	0	0	75.2	1
150	5/31/12	2012	No Holiday	0	0	73.4	1
151	6/1/12	2012	No Holiday	0	0	77.0	1
152	6/2/12	2012	No Holiday	1	0	82.4	1
153	6/3/12	2012	No Holiday	1	0	78.8	1
154	6/4/12	2012	Dragon Boat Festivel	0	0	78.8	1
155	6/5/12	2012	Dragon Boat Festivel	0	0	80.6	1
156	6/6/12	2012	Dragon Boat Festivel	0	0	78.8	1
157	6/7/12	2012	No Holiday	0	0	82.4	1
158	6/8/12	2012	No Holiday	0	0	80.6	1
159	6/9/12	2012	No Holiday	1	0	82.4	1
160	6/10/12	2012	No Holiday	1	0	75.2	1
161	6/11/12	2012	No Holiday	0	0	73.4	1
162	6/12/12	2012	No Holiday	0	0	80.6	1
163	6/13/12	2012	No Holiday	0	0	82.4	1
164	6/14/12	2012	No Holiday	0	0	82.4	1
165	6/15/12	2012	No Holiday	0	0	77.0	1
166	6/16/12	2012	No Holiday	1	0	73.4	1
167	6/17/12	2012	No Holiday	1	0	77.0	1
168	6/18/12	2012	No Holiday	0	0	80.6	1
169	6/19/12	2012	No Holiday	0	0	82.4	1
170	6/20/12	2012	No Holiday	0	0	82.4	1
171	6/21/12	2012	No Holiday	0	0	84.2	1
172	6/22/12	2012	No Holiday	0	0	78.8	1
173	6/23/12	2012	No Holiday	1	0	73.4	1
174	6/24/12	2012	No Holiday	1	0	71.6	1
175	6/25/12	2012	No Holiday	0	0	75.2	1
176	6/26/12	2012	No Holiday	0	0	78.8	1
177	6/27/12	2012	No Holiday	0	0	80.6	1
178	6/28/12	2012	No Holiday	0	0	80.6	1
179	6/29/12	2012	No Holiday	0	0	80.6	1
180	6/30/12	2012	No Holiday	1	0	80.6	1
181	7/1/12	2012	No Holiday	1	0	80.6	1
182	7/2/12	2012	No Holiday	0	0	77.0	1
183	7/3/12	2012	No Holiday	0	0	80.6	1
184	7/4/12	2012	No Holiday	0	0	84.2	1
185	7/5/12	2012	No Holiday	0	0	86.0	1
186	7/6/12	2012	No Holiday	0	0	80.6	1
187	7/7/12	2012	No Holiday	1	0	78.8	1
188	7/8/12	2012	No Holiday	1	0	80.6	1
189	7/9/12	2012	No Holiday	0	0	82.4	1
190	7/10/12	2012	No Holiday	0	0	82.4	1
191	7/11/12	2012	No Holiday	0	0	80.6	1
192	7/12/12	2012	No Holiday	0	0	80.6	1
193	7/13/12	2012	No Holiday	0	0	82.4	1
194	7/14/12	2012	No Holiday	1	0	80.6	1
195	7/15/12	2012	No Holiday	1	0	80.6	1
196	7/16/12	2012	No Holiday	0	0	78.8	1
197	7/17/12	2012	No Holiday	0	0	77.0	1
198	7/18/12	2012	No Holiday	0	0	75.2	1
199	7/19/12	2012	No Holiday	0	0	77.0	1
200	7/20/12	2012	No Holiday	0	0	77.0	1
201	7/21/12	2012	No Holiday	1	0	77.0	1
202	7/22/12	2012	No Holiday	1	0	82.4	1
203	7/23/12	2012	No Holiday	0	0	86.0	1
204	7/24/12	2012	No Holiday	0	0	78.8	1
205	7/25/12	2012	No Holiday	0	0	78.8	1
206	7/26/12	2012	No Holiday	0	0	86.0	1
207	7/27/12	2012	No Holiday	0	0	84.2	1
208	7/28/12	2012	No Holiday	1	0	84.2	1
209	7/29/12	2012	No Holiday	1	0	78.8	1
210	7/30/12	2012	No Holiday	0	0	80.6	1
211	7/31/12	2012	No Holiday	0	0	84.2	1
212	8/1/12	2012	No Holiday	0	0	86.0	1
213	8/2/12	2012	No Holiday	0	0	82.4	1
214	8/3/12	2012	No Holiday	0	0	82.4	1
215	8/4/12	2012	No Holiday	1	0	82.4	1
216	8/5/12	2012	No Holiday	1	0	80.6	1
217	8/6/12	2012	No Holiday	0	0	80.6	1
218	8/7/12	2012	No Holiday	0	0	82.4	1
219	8/8/12	2012	No Holiday	0	0	84.2	1
220	8/9/12	2012	No Holiday	0	0	84.2	1
221	8/10/12	2012	No Holiday	0	0	82.4	1
222	8/11/12	2012	No Holiday	1	0	84.2	1
223	8/12/12	2012	No Holiday	1	0	84.2	1
224	8/13/12	2012	No Holiday	0	0	82.4	1
225	8/14/12	2012	No Holiday	0	0	77.0	1
226	8/15/12	2012	No Holiday	0	0	75.2	1
227	8/16/12	2012	No Holiday	0	0	80.6	1
228	8/17/12	2012	No Holiday	0	0	78.8	1
229	8/18/12	2012	No Holiday	1	0	75.2	1
230	8/19/12	2012	No Holiday	1	0	77.0	1
231	8/20/12	2012	No Holiday	0	0	78.8	1
232	8/21/12	2012	No Holiday	0	0	78.8	1
233	8/22/12	2012	No Holiday	0	0	77.0	1
234	8/23/12	2012	No Holiday	0	0	77.0	1
235	8/24/12	2012	No Holiday	0	0	75.2	1
236	8/25/12	2012	No Holiday	1	0	73.4	1
237	8/26/12	2012	No Holiday	1	0	75.2	1
238	8/27/12	2012	No Holiday	0	0	75.2	1
239	8/28/12	2012	No Holiday	0	0	77.0	1
240	8/29/12	2012	No Holiday	0	0	78.8	1
241	8/30/12	2012	No Holiday	0	0	80.6	1
242	8/31/12	2012	No Holiday	0	0	77.0	1
243	9/1/12	2012	No Holiday	1	0	73.4	1
244	9/2/12	2012	No Holiday	1	0	75.2	1
245	9/3/12	2012	No Holiday	0	0	71.6	1
246	9/4/12	2012	No Holiday	0	0	75.2	1
247	9/5/12	2012	No Holiday	0	0	77.0	1
248	9/6/12	2012	No Holiday	0	0	75.2	1
249	9/7/12	2012	No Holiday	0	0	71.6	1
250	9/8/12	2012	No Holiday	1	0	68.0	1
251	9/9/12	2012	No Holiday	1	0	66.2	1
252	9/10/12	2012	Mid-Autumn Day	0	0	60.8	1
253	9/11/12	2012	Mid-Autumn Day	0	0	68.0	1
254	9/12/12	2012	Mid-Autumn Day	0	0	68.0	1
255	9/13/12	2012	No Holiday	0	0	69.8	1
256	9/14/12	2012	No Holiday	0	0	69.8	1
257	9/15/12	2012	No Holiday	1	0	69.8	1
258	9/16/12	2012	No Holiday	1	0	62.6	1
259	9/17/12	2012	No Holiday	0	0	59.0	1
260	9/18/12	2012	No Holiday	0	0	59.0	1
261	9/19/12	2012	No Holiday	0	0	60.8	1
262	9/20/12	2012	No Holiday	0	0	62.6	1
263	9/21/12	2012	No Holiday	0	0	66.2	1
264	9/22/12	2012	No Holiday	1	0	68.0	1
265	9/23/12	2012	No Holiday	1	0	68.0	1
266	9/24/12	2012	No Holiday	0	0	69.8	1
267	9/25/12	2012	No Holiday	0	0	69.8	1
268	9/26/12	2012	No Holiday	0	0	69.8	1
269	9/27/12	2012	No Holiday	0	0	69.8	1
270	9/28/12	2012	No Holiday	0	0	66.2	1
271	9/29/12	2012	No Holiday	1	0	60.8	1
272	9/30/12	2012	No Holiday	1	0	59.0	1
273	10/1/12	2012	National Day	0	0	59.0	1
274	10/2/12	2012	National Day	0	0	57.2	1
275	10/3/12	2012	National Day	0	0	57.2	1
276	10/4/12	2012	National Day	0	0	60.8	1
277	10/5/12	2012	National Day	0	0	62.6	1
278	10/6/12	2012	National Day	1	0	62.6	1
279	10/7/12	2012	National Day	1	0	64.4	1
280	10/8/12	2012	No Holiday	0	0	66.2	1
281	10/9/12	2012	No Holiday	0	0	66.2	1
282	10/10/12	2012	No Holiday	0	0	62.6	1
283	10/11/12	2012	No Holiday	0	0	62.6	1
284	10/12/12	2012	No Holiday	0	0	62.6	1
285	10/13/12	2012	No Holiday	1	0	59.0	1
286	10/14/12	2012	No Holiday	1	0	57.2	1
287	10/15/12	2012	No Holiday	0	0	59.0	1
288	10/16/12	2012	No Holiday	0	0	57.2	1
289	10/17/12	2012	No Holiday	0	0	57.2	1
290	10/18/12	2012	No Holiday	0	0	59.0	1
291	10/19/12	2012	No Holiday	0	0	59.0	1
292	10/20/12	2012	No Holiday	1	0	60.8	1
293	10/21/12	2012	No Holiday	1	0	57.2	1
294	10/22/12	2012	No Holiday	0	0	60.8	1
295	10/23/12	2012	No Holiday	0	0	50.0	1
296	10/24/12	2012	No Holiday	0	0	46.4	1
297	10/25/12	2012	No Holiday	0	0	50.0	1
298	10/26/12	2012	No Holiday	0	0	48.2	1
299	10/27/12	2012	No Holiday	1	0	50.0	1
300	10/28/12	2012	No Holiday	1	0	51.8	1
301	10/29/12	2012	No Holiday	0	0	53.6	1
302	10/30/12	2012	No Holiday	0	0	53.6	1
303	10/31/12	2012	No Holiday	0	0	53.6	1
304	11/1/12	2012	No Holiday	0	0	51.8	1
305	11/2/12	2012	No Holiday	0	0	53.6	1
306	11/3/12	2012	No Holiday	1	0	51.8	1
307	11/4/12	2012	No Holiday	1	0	51.8	1
308	11/5/12	2012	No Holiday	0	0	53.6	1
309	11/6/12	2012	No Holiday	0	0	51.8	1
310	11/7/12	2012	No Holiday	0	0	50.0	1
311	11/8/12	2012	No Holiday	0	0	46.4	1
312	11/9/12	2012	No Holiday	0	0	46.4	1
313	11/10/12	2012	No Holiday	1	0	48.2	1
314	11/11/12	2012	No Holiday	1	0	50.0	1
315	11/12/12	2012	No Holiday	0	0	46.4	1
316	11/13/12	2012	No Holiday	0	0	42.8	1
317	11/14/12	2012	No Holiday	0	0	44.6	1
318	11/15/12	2012	No Holiday	0	0	44.6	1
319	11/16/12	2012	No Holiday	0	0	46.4	1
320	11/17/12	2012	No Holiday	1	0	41.0	1
321	11/18/12	2012	No Holiday	1	0	44.6	1
322	11/19/12	2012	No Holiday	0	0	37.4	1
323	11/20/12	2012	No Holiday	0	0	37.4	1
324	11/21/12	2012	No Holiday	0	0	41.0	1
325	11/22/12	2012	No Holiday	0	0	39.2	1
326	11/23/12	2012	No Holiday	0	0	33.8	1
327	11/24/12	2012	No Holiday	1	0	35.6	1
328	11/25/12	2012	No Holiday	1	0	37.4	1
329	11/26/12	2012	No Holiday	0	0	39.2	1
330	11/27/12	2012	No Holiday	0	0	37.4	1
331	11/28/12	2012	No Holiday	0	0	35.6	1
332	11/29/12	2012	No Holiday	0	0	32.0	1
333	11/30/12	2012	No Holiday	0	0	32.0	1
334	12/1/12	2012	No Holiday	1	0	33.8	1
335	12/2/12	2012	No Holiday	1	0	32.0	1
336	12/3/12	2012	No Holiday	0	0	32.0	1
337	12/4/12	2012	No Holiday	0	0	33.8	1
338	12/5/12	2012	No Holiday	0	0	32.0	1
339	12/6/12	2012	No Holiday	0	0	32.0	1
340	12/7/12	2012	No Holiday	0	0	30.2	0
341	12/8/12	2012	No Holiday	1	0	24.8	0
342	12/9/12	2012	No Holiday	1	0	28.4	1
343	12/10/12	2012	No Holiday	0	0	32.0	1
344	12/11/12	2012	No Holiday	0	0	33.8	1
345	12/12/12	2012	No Holiday	0	0	35.6	1
346	12/13/12	2012	No Holiday	0	0	32.0	1
347	12/14/12	2012	No Holiday	0	0	28.4	0
348	12/15/12	2012	No Holiday	1	0	24.8	0
349	12/16/12	2012	No Holiday	1	0	26.6	0
350	12/17/12	2012	No Holiday	0	0	26.6	0
351	12/18/12	2012	No Holiday	0	0	28.4	0
352	12/19/12	2012	No Holiday	0	0	30.2	1
353	12/20/12	2012	No Holiday	0	0	30.2	1
354	12/21/12	2012	No Holiday	0	0	28.4	0
355	12/22/12	2012	No Holiday	1	0	28.4	0
356	12/23/12	2012	No Holiday	1	0	30.2	1
357	12/24/12	2012	No Holiday	0	0	30.2	0
358	12/25/12	2012	No Holiday	0	0	30.2	0
359	12/26/12	2012	No Holiday	0	0	30.2	1
360	12/27/12	2012	No Holiday	0	0	30.2	1
361	12/28/12	2012	No Holiday	0	0	30.2	0
362	12/29/12	2012	No Holiday	1	0	26.6	1
363	12/30/12	2012	No Holiday	1	0	28.4	1
364	12/31/12	2012	No Holiday	0	0	30.2	0
365	1/1/13	2013	New Year	0	0	30.2	1
366	1/2/13	2013	New Year	0	0	28.4	0
367	1/3/13	2013	New Year	0	0	26.6	0
368	1/4/13	2013	No Holiday	0	0	24.8	0
369	1/5/13	2013	No Holiday	1	0	26.6	0
370	1/6/13	2013	No Holiday	1	0	26.6	0
371	1/7/13	2013	No Holiday	0	0	26.6	0
372	1/8/13	2013	No Holiday	0	0	26.6	0
373	1/9/13	2013	No Holiday	0	0	28.4	0
374	1/10/13	2013	No Holiday	0	0	28.4	0
375	1/11/13	2013	No Holiday	0	0	24.8	0
376	1/12/13	2013	No Holiday	1	0	28.4	0
377	1/13/13	2013	No Holiday	1	0	30.2	0
378	1/14/13	2013	No Holiday	0	1	30.2	0
379	1/15/13	2013	No Holiday	0	1	30.2	0
380	1/16/13	2013	No Holiday	0	1	30.2	1
381	1/17/13	2013	No Holiday	0	1	30.2	1
382	1/18/13	2013	No Holiday	0	1	32.0	1
383	1/19/13	2013	No Holiday	1	1	28.4	1
384	1/20/13	2013	No Holiday	1	1	23.0	0
385	1/21/13	2013	No Holiday	0	1	19.4	0
386	1/22/13	2013	Luner New Year	0	1	17.6	0
387	1/23/13	2013	Luner New Year	0	1	21.2	0
388	1/24/13	2013	Luner New Year	0	1	23.0	0
389	1/25/13	2013	Luner New Year	0	1	23.0	0
390	1/26/13	2013	Luner New Year	1	1	26.6	0
391	1/27/13	2013	Luner New Year	1	1	26.6	0
392	1/28/13	2013	Luner New Year	0	1	23.0	0
393	1/29/13	2013	No Holiday	0	1	23.0	0
394	1/30/13	2013	No Holiday	0	1	23.0	0
395	1/31/13	2013	No Holiday	0	1	23.0	0
396	2/1/13	2013	No Holiday	0	1	19.4	0
397	2/2/13	2013	No Holiday	1	1	21.2	0
398	2/3/13	2013	No Holiday	1	1	26.6	0
399	2/4/13	2013	No Holiday	0	1	30.2	0
400	2/5/13	2013	No Holiday	0	1	30.2	0
401	2/6/13	2013	No Holiday	0	1	19.4	0
402	2/7/13	2013	No Holiday	0	0	23.0	0
403	2/8/13	2013	No Holiday	0	0	26.6	0
404	2/9/13	2013	No Holiday	1	0	28.4	0
405	2/10/13	2013	No Holiday	1	0	28.4	0
406	2/11/13	2013	No Holiday	0	0	32.0	0
407	2/12/13	2013	No Holiday	0	0	32.0	1
408	2/13/13	2013	No Holiday	0	0	33.8	1
409	2/14/13	2013	No Holiday	0	0	30.2	0
410	2/15/13	2013	No Holiday	0	0	32.0	1
411	2/16/13	2013	No Holiday	1	0	28.4	0
412	2/17/13	2013	No Holiday	1	0	28.4	0
413	2/18/13	2013	No Holiday	0	0	30.2	0
414	2/19/13	2013	No Holiday	0	0	32.0	1
415	2/20/13	2013	No Holiday	0	0	35.6	1
416	2/21/13	2013	No Holiday	0	0	33.8	1
417	2/22/13	2013	No Holiday	0	0	35.6	1
418	2/23/13	2013	No Holiday	1	0	33.8	1
419	2/24/13	2013	No Holiday	1	0	32.0	1
420	2/25/13	2013	No Holiday	0	0	32.0	1
421	2/26/13	2013	No Holiday	0	0	32.0	1
422	2/27/13	2013	No Holiday	0	0	35.6	1
423	2/28/13	2013	No Holiday	0	0	35.6	1
424	3/1/13	2013	No Holiday	0	0	39.2	1
425	3/1/13	2013	No Holiday	0	0	32.0	1
426	3/2/13	2013	No Holiday	1	0	35.6	1
427	3/3/13	2013	No Holiday	1	0	33.8	1
428	3/4/13	2013	No Holiday	0	0	35.6	1
429	3/5/13	2013	No Holiday	0	0	35.6	1
430	3/6/13	2013	No Holiday	0	0	39.2	1
431	3/7/13	2013	No Holiday	0	0	39.2	1
432	3/8/13	2013	No Holiday	0	0	32.0	1
433	3/9/13	2013	No Holiday	1	0	33.8	1
434	3/10/13	2013	No Holiday	1	0	33.8	1
435	3/11/13	2013	No Holiday	0	0	32.0	0
436	3/12/13	2013	No Holiday	0	0	37.4	1
437	3/13/13	2013	No Holiday	0	0	42.8	1
438	3/14/13	2013	No Holiday	0	0	42.8	1
439	3/15/13	2013	No Holiday	0	0	44.6	1
440	3/16/13	2013	No Holiday	1	0	48.2	1
441	3/17/13	2013	No Holiday	1	0	42.8	1
442	3/18/13	2013	No Holiday	0	0	35.6	1
443	3/19/13	2013	No Holiday	0	0	37.4	1
444	3/20/13	2013	No Holiday	0	0	44.6	1
445	3/21/13	2013	No Holiday	0	0	46.4	1
446	3/22/13	2013	No Holiday	0	0	41.0	1
447	3/23/13	2013	No Holiday	1	0	44.6	1
448	3/24/13	2013	No Holiday	1	0	44.6	1
449	3/25/13	2013	No Holiday	0	0	46.4	1
450	3/26/13	2013	No Holiday	0	0	32.0	1
451	3/27/13	2013	No Holiday	0	0	55.4	1
452	3/28/13	2013	No Holiday	0	0	59.0	1
453	3/29/13	2013	No Holiday	0	0	53.6	1
454	3/30/13	2013	No Holiday	1	0	46.4	1
455	3/31/13	2013	No Holiday	1	0	48.2	1
456	4/1/13	2013	No Holiday	0	0	46.4	1
457	4/2/13	2013	Qing Ming Festival	0	0	46.4	1
458	4/3/13	2013	Qing Ming Festival	0	0	51.8	1
459	4/4/13	2013	Qing Ming Festival	0	0	55.4	1
460	4/5/13	2013	No Holiday	0	0	50.0	1
461	4/6/13	2013	No Holiday	1	0	55.4	1
462	4/7/13	2013	No Holiday	1	0	62.6	1
463	4/8/13	2013	No Holiday	0	0	59.0	1
464	4/9/13	2013	No Holiday	0	0	66.2	1
465	4/10/13	2013	No Holiday	0	0	59.0	1
466	4/11/13	2013	No Holiday	0	0	57.2	1
467	4/12/13	2013	No Holiday	0	0	60.8	1
468	4/13/13	2013	No Holiday	1	0	64.4	1
469	4/14/13	2013	No Holiday	1	0	69.8	1
470	4/15/13	2013	No Holiday	0	0	64.4	1
471	4/16/13	2013	No Holiday	0	0	60.8	1
472	4/17/13	2013	No Holiday	0	0	69.8	1
473	4/18/13	2013	No Holiday	0	0	66.2	1
474	4/19/13	2013	No Holiday	0	0	62.6	1
475	4/20/13	2013	No Holiday	1	0	62.6	1
476	4/21/13	2013	No Holiday	1	0	57.2	1
477	4/22/13	2013	No Holiday	0	0	32.0	1
478	4/23/13	2013	No Holiday	0	0	66.2	1
479	4/24/13	2013	No Holiday	0	0	59.0	1
480	4/25/13	2013	No Holiday	0	0	55.4	1
481	4/26/13	2013	No Holiday	0	0	64.4	1
482	4/27/13	2013	No Holiday	1	0	62.6	1
483	4/28/13	2013	No Holiday	1	0	60.8	1
484	4/29/13	2013	Labor Day	0	0	60.8	1
485	4/30/13	2013	Labor Day	0	0	68.0	1
486	5/1/13	2013	Labor Day	0	0	64.4	1
487	5/2/13	2013	No Holiday	0	0	73.4	1
488	5/3/13	2013	No Holiday	0	0	75.2	1
489	5/4/13	2013	No Holiday	1	0	75.2	1
490	5/5/13	2013	No Holiday	1	0	73.4	1
491	5/6/13	2013	No Holiday	0	0	75.2	1
492	5/7/13	2013	No Holiday	0	0	32.0	1
493	5/8/13	2013	No Holiday	0	0	73.4	1
494	5/9/13	2013	No Holiday	0	0	73.4	1
495	5/10/13	2013	No Holiday	0	0	75.2	1
496	5/11/13	2013	No Holiday	1	0	66.2	1
497	5/12/13	2013	No Holiday	1	0	64.4	1
498	5/13/13	2013	No Holiday	0	0	68.0	1
499	5/14/13	2013	No Holiday	0	0	66.2	1
500	5/15/13	2013	No Holiday	0	0	68.0	1
501	5/16/13	2013	No Holiday	0	0	69.8	1
502	5/17/13	2013	No Holiday	0	0	73.4	1
503	5/18/13	2013	No Holiday	1	0	77.0	1
504	5/19/13	2013	No Holiday	1	0	75.2	1
505	5/20/13	2013	No Holiday	0	0	71.6	1
506	5/21/13	2013	No Holiday	0	0	75.2	1
507	5/22/13	2013	No Holiday	0	0	71.6	1
508	5/23/13	2013	No Holiday	0	0	73.4	1
509	5/24/13	2013	No Holiday	0	0	71.6	1
510	5/25/13	2013	No Holiday	1	0	69.8	1
511	5/26/13	2013	No Holiday	1	0	78.8	1
512	5/27/13	2013	No Holiday	0	0	80.6	1
513	5/28/13	2013	No Holiday	0	0	80.6	1
514	5/29/13	2013	No Holiday	0	0	69.8	1
515	5/30/13	2013	No Holiday	0	0	68.0	1
516	5/31/13	2013	No Holiday	0	0	71.6	1
517	6/1/13	2013	No Holiday	1	0	68.0	1
518	6/2/13	2013	No Holiday	1	0	71.6	1
519	6/3/13	2013	No Holiday	0	0	68.0	1
520	6/4/13	2013	No Holiday	0	0	77.0	1
521	6/5/13	2013	No Holiday	0	0	78.8	1
522	6/6/13	2013	No Holiday	0	0	77.0	1
523	6/7/13	2013	No Holiday	0	1	78.8	1
524	6/8/13	2013	No Holiday	1	1	80.6	1
525	6/9/13	2013	No Holiday	1	0	77.0	1
526	6/10/13	2013	No Holiday	0	0	71.6	1
527	6/11/13	2013	No Holiday	0	0	77.0	1
528	6/12/13	2013	No Holiday	0	0	73.4	1
529	6/13/13	2013	No Holiday	0	0	69.8	1
530	6/14/13	2013	No Holiday	0	0	71.6	1
531	6/15/13	2013	No Holiday	1	0	73.4	1
532	6/16/13	2013	No Holiday	1	0	82.4	1
533	6/17/13	2013	No Holiday	0	0	87.8	1
534	6/18/13	2013	No Holiday	0	0	86.0	1
535	6/19/13	2013	No Holiday	0	0	82.4	1
536	6/20/13	2013	No Holiday	0	0	80.6	1
537	6/21/13	2013	No Holiday	0	0	80.6	1
538	6/22/13	2013	Dragon Boat Festivel	1	0	78.8	1
539	6/23/13	2013	Dragon Boat Festivel	1	0	78.8	1
540	6/24/13	2013	Dragon Boat Festivel	0	0	73.4	1
541	6/25/13	2013	No Holiday	0	0	77.0	1
542	6/26/13	2013	No Holiday	0	0	75.2	1
543	6/27/13	2013	No Holiday	0	0	75.2	1
544	6/28/13	2013	No Holiday	0	0	71.6	1
545	6/29/13	2013	No Holiday	1	0	71.6	1
546	6/30/13	2013	No Holiday	1	1	80.6	1
547	7/1/13	2013	No Holiday	0	1	84.2	1
548	7/2/13	2013	No Holiday	0	1	84.2	1
549	7/3/13	2013	No Holiday	0	1	84.2	1
550	7/4/13	2013	No Holiday	0	1	78.8	1
551	7/5/13	2013	No Holiday	0	1	78.8	1
552	7/6/13	2013	No Holiday	1	1	80.6	1
553	7/7/13	2013	No Holiday	1	1	77.0	1
554	7/8/13	2013	No Holiday	0	1	80.6	1
555	7/9/13	2013	No Holiday	0	1	78.8	1
556	7/10/13	2013	No Holiday	0	1	80.6	1
557	7/11/13	2013	No Holiday	0	1	82.4	1
558	7/12/13	2013	No Holiday	0	1	80.6	1
559	7/13/13	2013	No Holiday	1	1	78.8	1
560	7/14/13	2013	No Holiday	1	1	78.8	1
561	7/15/13	2013	No Holiday	0	1	80.6	1
562	7/16/13	2013	No Holiday	0	1	82.4	1
563	7/17/13	2013	No Holiday	0	1	82.4	1
564	7/18/13	2013	No Holiday	0	1	80.6	1
565	7/19/13	2013	No Holiday	0	1	82.4	1
566	7/20/13	2013	No Holiday	1	1	84.2	1
567	7/21/13	2013	No Holiday	1	1	78.8	1
568	7/22/13	2013	No Holiday	0	1	80.6	1
569	7/23/13	2013	No Holiday	0	1	82.4	1
570	7/24/13	2013	No Holiday	0	1	80.6	1
571	7/25/13	2013	No Holiday	0	1	78.8	1
572	7/26/13	2013	No Holiday	0	1	78.8	1
573	7/27/13	2013	No Holiday	1	1	78.8	1
574	7/28/13	2013	No Holiday	1	1	77.0	1
575	7/29/13	2013	No Holiday	0	1	82.4	1
576	7/30/13	2013	No Holiday	0	1	78.8	1
577	7/31/13	2013	No Holiday	0	1	71.6	1
578	8/1/13	2013	No Holiday	0	1	71.6	1
579	8/2/13	2013	No Holiday	0	1	78.8	0
580	8/3/13	2013	No Holiday	1	1	77.0	0
581	8/4/13	2013	No Holiday	1	1	80.6	1
582	8/5/13	2013	No Holiday	0	1	80.6	1
583	8/6/13	2013	No Holiday	0	1	82.4	1
584	8/7/13	2013	No Holiday	0	1	82.4	1
585	8/8/13	2013	No Holiday	0	1	78.8	0
586	8/9/13	2013	No Holiday	0	1	82.4	0
587	8/10/13	2013	No Holiday	1	1	82.4	1
588	8/11/13	2013	No Holiday	1	1	78.8	1
589	8/12/13	2013	No Holiday	0	1	75.2	1
590	8/13/13	2013	No Holiday	0	1	78.8	1
591	8/14/13	2013	No Holiday	0	1	73.4	1
592	8/15/13	2013	No Holiday	0	1	77.0	1
593	8/16/13	2013	No Holiday	0	1	78.8	1
594	8/17/13	2013	No Holiday	1	1	77.0	1
595	8/18/13	2013	No Holiday	1	1	77.0	1
596	8/19/13	2013	No Holiday	0	1	78.8	1
597	8/20/13	2013	No Holiday	0	1	77.0	1
598	8/21/13	2013	No Holiday	0	1	73.4	1
599	8/22/13	2013	No Holiday	0	1	71.6	1
600	8/23/13	2013	No Holiday	0	1	75.2	1
601	8/24/13	2013	No Holiday	1	1	73.4	1
602	8/25/13	2013	No Holiday	1	1	75.2	1
603	8/26/13	2013	No Holiday	0	1	77.0	1
604	8/27/13	2013	No Holiday	0	1	75.2	1
605	8/28/13	2013	No Holiday	0	1	80.6	0
606	8/29/13	2013	No Holiday	0	1	82.4	0
607	8/30/13	2013	No Holiday	0	1	84.2	0
608	8/31/13	2013	No Holiday	1	1	80.6	1
609	9/1/13	2013	No Holiday	1	0	75.2	1
610	9/2/13	2013	No Holiday	0	0	69.8	1
611	9/3/13	2013	No Holiday	0	0	68.0	1
612	9/4/13	2013	No Holiday	0	0	68.0	1
613	9/5/13	2013	No Holiday	0	0	69.8	1
614	9/6/13	2013	No Holiday	0	0	68.0	1
615	9/7/13	2013	No Holiday	1	0	69.8	1
616	9/8/13	2013	No Holiday	1	0	71.6	1
617	9/9/13	2013	No Holiday	0	0	75.2	1
618	9/10/13	2013	No Holiday	0	0	73.4	1
619	9/11/13	2013	No Holiday	0	0	69.8	1
620	9/12/13	2013	No Holiday	0	0	66.2	1
621	9/13/13	2013	No Holiday	0	0	62.6	1
622	9/14/13	2013	No Holiday	1	0	64.4	1
623	9/15/13	2013	No Holiday	1	0	66.2	1
624	9/16/13	2013	No Holiday	0	0	69.8	1
625	9/17/13	2013	No Holiday	0	0	69.8	1
626	9/18/13	2013	No Holiday	0	0	69.8	1
627	9/19/13	2013	No Holiday	0	0	69.8	1
628	9/20/13	2013	No Holiday	0	0	73.4	1
629	9/21/13	2013	No Holiday	1	0	68.0	1
630	9/22/13	2013	No Holiday	1	0	69.8	1
631	9/23/13	2013	No Holiday	0	0	71.6	1
632	9/24/13	2013	No Holiday	0	0	69.8	1
633	9/25/13	2013	No Holiday	0	0	64.4	1
634	9/26/13	2013	No Holiday	0	0	68.0	1
635	9/27/13	2013	No Holiday	0	0	64.4	1
636	9/28/13	2013	No Holiday	1	0	60.8	1
637	9/29/13	2013	No Holiday	1	0	62.6	1
638	9/30/13	2013	Mid-Autumn Day	0	0	64.4	1
639	10/1/13	2013	National Day	0	0	66.2	1
640	10/2/13	2013	National Day	0	0	68.0	1
641	10/3/13	2013	National Day	0	0	66.2	1
642	10/4/13	2013	National Day	0	0	66.2	1
643	10/5/13	2013	National Day	1	0	62.6	1
644	10/6/13	2013	National Day	1	0	64.4	1
645	10/7/13	2013	National Day	0	0	64.4	1
646	10/8/13	2013	No Holiday	0	0	66.2	1
647	10/9/13	2013	No Holiday	0	0	60.8	1
648	10/10/13	2013	No Holiday	0	0	59.0	1
649	10/11/13	2013	No Holiday	0	0	60.8	1
650	10/12/13	2013	No Holiday	1	0	64.4	1
651	10/13/13	2013	No Holiday	1	0	55.4	1
652	10/14/13	2013	No Holiday	0	0	55.4	1
653	10/15/13	2013	No Holiday	0	0	55.4	1
654	10/16/13	2013	No Holiday	0	0	51.8	1
655	10/17/13	2013	No Holiday	0	0	51.8	1
656	10/18/13	2013	No Holiday	0	0	55.4	1
657	10/19/13	2013	No Holiday	1	0	57.2	1
658	10/20/13	2013	No Holiday	1	0	59.0	1
659	10/21/13	2013	No Holiday	0	0	51.8	1
660	10/22/13	2013	No Holiday	0	0	50.0	1
661	10/23/13	2013	No Holiday	0	0	55.4	1
662	10/24/13	2013	No Holiday	0	0	57.2	1
663	10/25/13	2013	No Holiday	0	0	59.0	1
664	10/26/13	2013	No Holiday	1	0	57.2	1
665	10/27/13	2013	No Holiday	1	0	57.2	1
666	10/28/13	2013	No Holiday	0	0	53.6	1
667	10/29/13	2013	No Holiday	0	0	46.4	1
668	10/30/13	2013	No Holiday	0	0	44.6	1
669	10/31/13	2013	No Holiday	0	0	44.6	1
670	11/1/13	2013	No Holiday	0	0	48.2	1
671	11/2/13	2013	No Holiday	1	0	50.0	1
672	11/3/13	2013	No Holiday	1	0	41.0	1
673	11/4/13	2013	No Holiday	0	0	35.6	1
674	11/5/13	2013	No Holiday	0	0	39.2	1
675	11/6/13	2013	No Holiday	0	0	41.0	1
676	11/7/13	2013	No Holiday	0	0	41.0	1
677	11/8/13	2013	No Holiday	0	0	42.8	1
678	11/9/13	2013	No Holiday	1	0	42.8	1
679	11/10/13	2013	No Holiday	1	0	35.6	1
680	11/11/13	2013	No Holiday	0	0	35.6	1
681	11/12/13	2013	No Holiday	0	0	37.4	1
682	11/13/13	2013	No Holiday	0	0	35.6	1
683	11/14/13	2013	No Holiday	0	0	37.4	1
684	11/15/13	2013	No Holiday	0	0	39.2	1
685	11/16/13	2013	No Holiday	1	0	39.2	1
686	11/17/13	2013	No Holiday	1	0	39.2	1
687	11/18/13	2013	No Holiday	0	0	42.8	1
688	11/19/13	2013	No Holiday	0	0	39.2	1
689	11/20/13	2013	No Holiday	0	0	39.2	1
690	11/21/13	2013	No Holiday	0	0	41.0	1
691	11/22/13	2013	No Holiday	0	0	35.6	1
692	11/23/13	2013	No Holiday	1	0	32.0	1
693	11/24/13	2013	No Holiday	1	0	35.6	1
694	11/25/13	2013	No Holiday	0	0	37.4	1
695	11/26/13	2013	No Holiday	0	0	33.8	1
696	11/27/13	2013	No Holiday	0	0	35.6	1
697	11/28/13	2013	No Holiday	0	0	32.0	0
698	11/29/13	2013	No Holiday	0	0	32.0	1
699	11/30/13	2013	No Holiday	1	0	28.4	0
700	12/1/13	2013	No Holiday	1	0	28.4	0
701	12/2/13	2013	No Holiday	0	0	30.2	1
702	12/3/13	2013	No Holiday	0	0	28.4	0
703	12/4/13	2013	No Holiday	0	0	28.4	1
704	12/5/13	2013	No Holiday	0	0	23.0	0
705	12/6/13	2013	No Holiday	0	0	24.8	0
706	12/7/13	2013	No Holiday	1	0	23.0	0
707	12/8/13	2013	No Holiday	1	0	21.2	0
708	12/9/13	2013	No Holiday	0	0	26.6	0
709	12/10/13	2013	No Holiday	0	0	24.8	0
710	12/11/13	2013	No Holiday	0	0	26.6	0
711	12/12/13	2013	No Holiday	0	0	30.2	1
712	12/13/13	2013	No Holiday	0	0	30.2	1
713	12/14/13	2013	No Holiday	1	0	30.2	1
714	12/15/13	2013	No Holiday	1	0	32.0	1
715	12/16/13	2013	No Holiday	0	0	32.0	1
716	12/17/13	2013	No Holiday	0	0	23.0	0
717	12/18/13	2013	No Holiday	0	0	26.6	0
718	12/19/13	2013	No Holiday	0	0	26.6	0
719	12/20/13	2013	No Holiday	0	0	26.6	1
720	12/21/13	2013	No Holiday	1	0	24.8	0
721	12/22/13	2013	No Holiday	1	0	32.0	1
722	12/23/13	2013	No Holiday	0	0	14.0	0
723	12/24/13	2013	No Holiday	0	0	21.2	0
724	12/25/13	2013	No Holiday	0	0	21.2	0
725	12/26/13	2013	No Holiday	0	0	21.2	0
726	12/27/13	2013	No Holiday	0	0	21.2	0
727	12/28/13	2013	No Holiday	1	0	21.2	0
728	12/29/13	2013	No Holiday	1	0	21.2	0
729	12/30/13	2013	No Holiday	0	0	21.2	0
730	12/31/13	2013	No Holiday	0	0	21.2	0
731	1/1/14	2014	New Year	0	0	19.4	0
732	1/2/14	2014	New Year	0	0	14.0	0
733	1/3/14	2014	New Year	0	0	17.6	0
734	1/4/14	2014	No Holiday	1	0	21.2	0
735	1/5/14	2014	No Holiday	1	0	19.4	0
736	1/6/14	2014	No Holiday	0	0	21.2	0
737	1/7/14	2014	No Holiday	0	0	24.8	0
738	1/8/14	2014	No Holiday	0	0	21.2	0
739	1/9/14	2014	No Holiday	0	0	23.0	0
740	1/10/14	2014	No Holiday	0	0	24.8	0
741	1/11/14	2014	No Holiday	1	0	30.2	0
742	1/12/14	2014	No Holiday	1	0	28.4	0
743	1/13/14	2014	No Holiday	0	0	28.4	0
744	1/14/14	2014	No Holiday	0	0	28.4	1
745	1/15/14	2014	No Holiday	0	0	26.6	0
746	1/16/14	2014	No Holiday	0	0	24.8	0
747	1/17/14	2014	No Holiday	0	0	26.6	0
748	1/18/14	2014	No Holiday	1	0	28.4	0
749	1/19/14	2014	No Holiday	1	0	30.2	1
750	1/20/14	2014	No Holiday	0	0	24.8	0
751	1/21/14	2014	No Holiday	0	0	28.4	0
752	1/22/14	2014	No Holiday	0	0	28.4	0
753	1/23/14	2014	No Holiday	0	0	28.4	0
754	1/24/14	2014	No Holiday	0	0	26.6	0
755	1/25/14	2014	No Holiday	1	1	24.8	0
756	1/26/14	2014	No Holiday	1	1	26.6	0
757	1/27/14	2014	No Holiday	0	1	28.4	0
758	1/28/14	2014	No Holiday	0	1	32.0	1
759	1/29/14	2014	No Holiday	0	1	32.0	1
760	1/30/14	2014	No Holiday	0	1	30.2	1
761	1/31/14	2014	No Holiday	0	1	30.2	1
762	2/1/14	2014	No Holiday	1	1	28.4	0
763	2/2/14	2014	No Holiday	1	1	28.4	0
764	2/3/14	2014	No Holiday	0	1	28.4	1
765	2/4/14	2014	No Holiday	0	1	28.4	0
766	2/5/14	2014	No Holiday	0	1	28.4	0
767	2/6/14	2014	No Holiday	0	1	24.8	0
768	2/7/14	2014	No Holiday	0	1	19.4	0
769	2/8/14	2014	No Holiday	1	1	23.0	0
770	2/9/14	2014	Luner New Year	1	1	26.6	0
771	2/10/14	2014	Luner New Year	0	1	26.6	0
772	2/11/14	2014	Luner New Year	0	1	26.6	0
773	2/12/14	2014	Luner New Year	0	1	28.4	0
774	2/13/14	2014	Luner New Year	0	1	33.8	1
775	2/14/14	2014	Luner New Year	0	1	30.2	0
776	2/15/14	2014	Luner New Year	1	1	30.2	0
777	2/16/14	2014	No Holiday	1	1	32.0	1
778	2/17/14	2014	No Holiday	0	1	33.8	1
779	2/18/14	2014	No Holiday	0	1	28.4	0
780	2/19/14	2014	No Holiday	0	1	28.4	0
781	2/20/14	2014	No Holiday	0	0	30.2	0
782	2/21/14	2014	No Holiday	0	0	33.8	1
783	2/22/14	2014	No Holiday	1	0	33.8	1
784	2/23/14	2014	No Holiday	1	0	37.4	1
785	2/24/14	2014	No Holiday	0	0	33.8	1
786	2/25/14	2014	No Holiday	0	0	28.4	1
787	2/26/14	2014	No Holiday	0	0	37.4	1
788	2/27/14	2014	No Holiday	0	0	42.8	1
789	2/28/14	2014	No Holiday	0	0	41.0	1
790	3/1/14	2014	No Holiday	1	0	33.8	1
791	3/2/14	2014	No Holiday	1	0	33.8	1
792	3/3/14	2014	No Holiday	0	0	44.6	1
793	3/4/14	2014	No Holiday	0	0	46.4	1
794	3/5/14	2014	No Holiday	0	0	50.0	1
795	3/6/14	2014	No Holiday	0	0	46.4	1
796	3/7/14	2014	No Holiday	0	0	50.0	1
797	3/8/14	2014	No Holiday	1	0	53.6	1
798	3/9/14	2014	No Holiday	1	0	44.6	1
799	3/10/14	2014	No Holiday	0	0	39.2	1
800	3/11/14	2014	No Holiday	0	0	46.4	1
801	3/12/14	2014	No Holiday	0	0	39.2	1
802	3/13/14	2014	No Holiday	0	0	37.4	1
803	3/14/14	2014	No Holiday	0	0	41.0	1
804	3/15/14	2014	No Holiday	1	0	46.4	1
805	3/16/14	2014	No Holiday	1	0	48.2	1
806	3/17/14	2014	No Holiday	0	0	53.6	1
807	3/18/14	2014	No Holiday	0	0	42.8	1
808	3/19/14	2014	No Holiday	0	0	32.0	1
809	3/20/14	2014	No Holiday	0	0	39.2	1
810	3/21/14	2014	No Holiday	0	0	46.4	1
811	3/22/14	2014	No Holiday	1	0	42.8	1
812	3/23/14	2014	No Holiday	1	0	42.8	1
813	3/24/14	2014	No Holiday	0	0	39.2	1
814	3/25/14	2014	No Holiday	0	0	42.8	1
815	3/26/14	2014	No Holiday	0	0	48.2	1
816	3/27/14	2014	No Holiday	0	0	50.0	1
817	3/28/14	2014	No Holiday	0	0	41.0	1
818	3/29/14	2014	No Holiday	1	0	42.8	1
819	3/30/14	2014	No Holiday	1	0	42.8	1
820	3/31/14	2014	No Holiday	0	0	48.2	1
821	4/1/14	2014	No Holiday	0	0	46.4	1
822	4/2/14	2014	No Holiday	0	0	53.6	1
823	4/3/14	2014	No Holiday	0	0	50.0	1
824	4/4/14	2014	Qing Ming Festival	0	0	48.2	1
825	4/5/14	2014	Qing Ming Festival	1	0	44.6	1
826	4/6/14	2014	Qing Ming Festival	1	0	46.4	1
827	4/7/14	2014	No Holiday	0	0	50.0	1
828	4/8/14	2014	No Holiday	0	0	46.4	1
829	4/9/14	2014	No Holiday	0	0	46.4	1
830	4/10/14	2014	No Holiday	0	0	46.4	1
831	4/11/14	2014	No Holiday	0	0	48.2	1
832	4/12/14	2014	No Holiday	1	0	59.0	1
833	4/13/14	2014	No Holiday	1	0	57.2	1
834	4/14/14	2014	No Holiday	0	0	50.0	1
835	4/15/14	2014	No Holiday	0	0	55.4	1
836	4/16/14	2014	No Holiday	0	0	53.6	1
837	4/17/14	2014	No Holiday	0	0	55.4	1
838	4/18/14	2014	No Holiday	0	0	50.0	1
839	4/19/14	2014	No Holiday	1	0	41.0	1
840	4/20/14	2014	No Holiday	1	0	50.0	1
841	4/21/14	2014	No Holiday	0	0	53.6	1
842	4/22/14	2014	No Holiday	0	0	57.2	1
843	4/23/14	2014	No Holiday	0	0	53.6	1
844	4/24/14	2014	No Holiday	0	0	60.8	1
845	4/25/14	2014	No Holiday	0	0	59.0	1
846	4/26/14	2014	No Holiday	1	0	60.8	1
847	4/27/14	2014	No Holiday	1	0	60.8	1
848	4/28/14	2014	No Holiday	0	0	59.0	1
849	4/29/14	2014	Labor Day	0	0	68.0	1
850	4/30/14	2014	Labor Day	0	0	64.4	1
851	5/1/14	2014	Labor Day	0	0	64.4	1
852	5/2/14	2014	No Holiday	0	0	62.6	1
853	5/3/14	2014	No Holiday	1	0	62.6	1
854	5/4/14	2014	No Holiday	1	0	68.0	1
855	5/5/14	2014	No Holiday	0	0	73.4	1
856	5/6/14	2014	No Holiday	0	0	73.4	1
857	5/7/14	2014	No Holiday	0	0	73.4	1
858	5/8/14	2014	No Holiday	0	0	69.8	1
859	5/9/14	2014	No Holiday	0	0	64.4	1
860	5/10/14	2014	No Holiday	1	0	71.6	1
861	5/11/14	2014	No Holiday	1	0	75.2	1
862	5/12/14	2014	No Holiday	0	0	73.4	1
863	5/13/14	2014	No Holiday	0	0	73.4	1
864	5/14/14	2014	No Holiday	0	0	71.6	1
865	5/15/14	2014	No Holiday	0	0	71.6	1
866	5/16/14	2014	No Holiday	0	0	68.0	1
867	5/17/14	2014	No Holiday	1	0	69.8	1
868	5/18/14	2014	No Holiday	1	0	73.4	1
869	5/19/14	2014	No Holiday	0	0	68.0	1
870	5/20/14	2014	No Holiday	0	0	75.2	1
871	5/21/14	2014	No Holiday	0	0	75.2	1
872	5/22/14	2014	No Holiday	0	0	71.6	1
873	5/23/14	2014	No Holiday	0	0	75.2	1
874	5/24/14	2014	No Holiday	1	0	71.6	1
875	5/25/14	2014	No Holiday	1	0	71.6	1
876	5/26/14	2014	No Holiday	0	0	68.0	1
877	5/27/14	2014	No Holiday	0	0	69.8	1
878	5/28/14	2014	No Holiday	0	0	68.0	1
879	5/29/14	2014	No Holiday	0	0	71.6	1
880	5/30/14	2014	No Holiday	0	0	78.8	1
881	5/31/14	2014	No Holiday	1	0	77.0	1
882	6/1/14	2014	No Holiday	1	0	75.2	1
883	6/2/14	2014	No Holiday	0	0	73.4	1
884	6/3/14	2014	No Holiday	0	0	77.0	1
885	6/4/14	2014	No Holiday	0	0	73.4	1
886	6/5/14	2014	No Holiday	0	0	73.4	1
887	6/6/14	2014	No Holiday	0	0	69.8	1
888	6/7/14	2014	No Holiday	1	1	69.8	1
889	6/8/14	2014	No Holiday	1	1	68.0	1
890	6/9/14	2014	No Holiday	0	0	64.4	1
891	6/10/14	2014	Dragon Boat Festivel	0	0	68.0	1
892	6/11/14	2014	Dragon Boat Festivel	0	0	69.8	1
893	6/12/14	2014	Dragon Boat Festivel	0	0	73.4	1
894	6/13/14	2014	No Holiday	0	0	77.0	1
895	6/14/14	2014	No Holiday	1	0	77.0	1
896	6/15/14	2014	No Holiday	1	0	80.6	1
897	6/16/14	2014	No Holiday	0	0	75.2	1
898	6/17/14	2014	No Holiday	0	0	77.0	1
899	6/18/14	2014	No Holiday	0	0	80.6	1
900	6/19/14	2014	No Holiday	0	0	82.4	1
901	6/20/14	2014	No Holiday	0	0	80.6	1
902	6/21/14	2014	No Holiday	1	0	78.8	1
903	6/22/14	2014	No Holiday	1	0	71.6	1
904	6/23/14	2014	No Holiday	0	0	78.8	1
905	6/24/14	2014	No Holiday	0	0	78.8	1
906	6/25/14	2014	No Holiday	0	0	77.0	1
907	6/26/14	2014	No Holiday	0	0	77.0	1
908	6/27/14	2014	No Holiday	0	0	82.4	1
909	6/28/14	2014	No Holiday	1	1	80.6	1
910	6/29/14	2014	No Holiday	1	1	78.8	1
911	6/30/14	2014	No Holiday	0	1	77.0	1
912	7/1/14	2014	No Holiday	0	1	75.2	1
913	7/2/14	2014	No Holiday	0	1	82.4	1
914	7/3/14	2014	No Holiday	0	1	86.0	1
915	7/4/14	2014	No Holiday	0	1	84.2	1
916	7/5/14	2014	No Holiday	1	1	84.2	1
917	7/6/14	2014	No Holiday	1	1	86.0	1
918	7/7/14	2014	No Holiday	0	1	82.4	1
919	7/8/14	2014	No Holiday	0	1	78.8	1
920	7/9/14	2014	No Holiday	0	1	75.2	1
921	7/10/14	2014	No Holiday	0	1	75.2	1
922	7/11/14	2014	No Holiday	0	1	75.2	1
923	7/12/14	2014	No Holiday	1	1	78.8	1
924	7/13/14	2014	No Holiday	1	1	80.6	1
925	7/14/14	2014	No Holiday	0	1	78.8	1
926	7/15/14	2014	No Holiday	0	1	75.2	1
927	7/16/14	2014	No Holiday	0	1	80.6	1
928	7/17/14	2014	No Holiday	0	1	82.4	1
929	7/18/14	2014	No Holiday	0	1	77.0	1
930	7/19/14	2014	No Holiday	1	1	78.8	1
931	7/20/14	2014	No Holiday	1	1	80.6	1
932	7/21/14	2014	No Holiday	0	1	80.6	1
933	7/22/14	2014	No Holiday	0	1	80.6	1
934	7/23/14	2014	No Holiday	0	1	78.8	1
935	7/24/14	2014	No Holiday	0	1	86.0	1
936	7/25/14	2014	No Holiday	0	1	84.2	1
937	7/26/14	2014	No Holiday	1	1	78.8	1
938	7/27/14	2014	No Holiday	1	1	77.0	1
939	7/28/14	2014	No Holiday	0	1	87.8	1
940	7/29/14	2014	No Holiday	0	1	82.4	1
941	7/30/14	2014	No Holiday	0	1	80.6	1
942	7/31/14	2014	No Holiday	0	1	77.0	1
943	8/1/14	2014	No Holiday	0	1	78.8	1
944	8/2/14	2014	No Holiday	1	1	78.8	1
945	8/3/14	2014	No Holiday	1	1	82.4	1
946	8/4/14	2014	No Holiday	0	1	82.4	1
947	8/5/14	2014	No Holiday	0	1	78.8	1
948	8/6/14	2014	No Holiday	0	1	78.8	1
949	8/7/14	2014	No Holiday	0	1	84.2	1
950	8/8/14	2014	No Holiday	0	1	86.0	1
951	8/9/14	2014	No Holiday	1	1	84.2	1
952	8/10/14	2014	No Holiday	1	1	80.6	1
953	8/11/14	2014	No Holiday	0	1	78.8	1
954	8/12/14	2014	No Holiday	0	1	80.6	1
955	8/13/14	2014	No Holiday	0	1	82.4	1
956	8/14/14	2014	No Holiday	0	1	84.2	1
957	8/15/14	2014	No Holiday	0	1	84.2	1
958	8/16/14	2014	No Holiday	1	1	84.2	1
959	8/17/14	2014	No Holiday	1	1	86.0	1
960	8/18/14	2014	No Holiday	0	1	82.4	1
961	8/19/14	2014	No Holiday	0	1	82.4	1
962	8/20/14	2014	No Holiday	0	1	78.8	1
963	8/21/14	2014	No Holiday	0	1	77.0	1
964	8/22/14	2014	No Holiday	0	1	77.0	1
965	8/23/14	2014	No Holiday	1	1	80.6	1
966	8/24/14	2014	No Holiday	1	1	80.6	1
967	8/25/14	2014	No Holiday	0	1	80.6	1
968	8/26/14	2014	No Holiday	0	1	82.4	1
969	8/27/14	2014	No Holiday	0	1	77.0	1
970	8/28/14	2014	No Holiday	0	1	77.0	1
971	8/29/14	2014	No Holiday	0	1	73.4	1
972	8/30/14	2014	No Holiday	1	1	69.8	1
973	8/31/14	2014	No Holiday	1	1	73.4	1
974	9/1/14	2014	No Holiday	0	0	75.2	1
975	9/2/14	2014	No Holiday	0	0	71.6	1
976	9/3/14	2014	No Holiday	0	0	71.6	1
977	9/4/14	2014	No Holiday	0	0	68.0	1
978	9/5/14	2014	No Holiday	0	0	69.8	1
979	9/6/14	2014	No Holiday	1	0	71.6	1
980	9/7/14	2014	No Holiday	1	0	73.4	1
981	9/8/14	2014	No Holiday	0	0	71.6	1
982	9/9/14	2014	No Holiday	0	0	71.6	1
983	9/10/14	2014	No Holiday	0	0	71.6	1
984	9/11/14	2014	No Holiday	0	0	73.4	1
985	9/12/14	2014	No Holiday	0	0	73.4	1
986	9/13/14	2014	No Holiday	1	0	73.4	1
987	9/14/14	2014	No Holiday	1	0	73.4	1
988	9/15/14	2014	No Holiday	0	0	71.6	1
989	9/16/14	2014	No Holiday	0	0	69.8	1
990	9/17/14	2014	No Holiday	0	0	69.8	1
991	9/18/14	2014	No Holiday	0	0	69.8	1
992	9/19/14	2014	Mid-Autumn Day	0	0	69.8	1
993	9/20/14	2014	Mid-Autumn Day	1	0	71.6	1
994	9/21/14	2014	Mid-Autumn Day	1	0	71.6	1
995	9/22/14	2014	No Holiday	0	0	69.8	1
996	9/23/14	2014	No Holiday	0	0	62.6	1
997	9/24/14	2014	No Holiday	0	0	60.8	1
998	9/25/14	2014	No Holiday	0	0	62.6	1
999	9/26/14	2014	No Holiday	0	0	66.2	1
1000	9/27/14	2014	No Holiday	1	0	66.2	1
1001	9/28/14	2014	No Holiday	1	0	64.4	1
1002	9/29/14	2014	No Holiday	0	0	64.4	1
1003	9/30/14	2014	No Holiday	0	0	66.2	1
1004	10/1/14	2014	National Day	0	0	59.0	1
1005	10/2/14	2014	National Day	0	0	62.6	1
1006	10/3/14	2014	National Day	0	0	60.8	1
1007	10/4/14	2014	National Day	1	0	64.4	1
1008	10/5/14	2014	National Day	1	0	64.4	1
1009	10/6/14	2014	National Day	0	0	62.6	1
1010	10/7/14	2014	National Day	0	0	64.4	0
1011	10/8/14	2014	No Holiday	0	0	62.6	0
1012	10/9/14	2014	No Holiday	0	0	66.2	1
1013	10/10/14	2014	No Holiday	0	0	60.8	1
1014	10/11/14	2014	No Holiday	1	0	62.6	1
1015	10/12/14	2014	No Holiday	1	0	64.4	1
1016	10/13/14	2014	No Holiday	0	0	59.0	1
1017	10/14/14	2014	No Holiday	0	0	48.2	1
1018	10/15/14	2014	No Holiday	0	0	48.2	1
1019	10/16/14	2014	No Holiday	0	0	53.6	1
1020	10/17/14	2014	No Holiday	0	0	55.4	1
1021	10/18/14	2014	No Holiday	1	0	55.4	1
1022	10/19/14	2014	No Holiday	1	0	51.8	1
1023	10/20/14	2014	No Holiday	0	0	55.4	1
1024	10/21/14	2014	No Holiday	0	0	53.6	1
1025	10/22/14	2014	No Holiday	0	0	50.0	1
1026	10/23/14	2014	No Holiday	0	0	48.2	1
1027	10/24/14	2014	No Holiday	0	0	50.0	1
1028	10/25/14	2014	No Holiday	1	0	51.8	1
1029	10/26/14	2014	No Holiday	1	0	53.6	1
1030	10/27/14	2014	No Holiday	0	0	53.6	1
1031	10/28/14	2014	No Holiday	0	0	51.8	1
1032	10/29/14	2014	No Holiday	0	0	48.2	1
1033	10/30/14	2014	No Holiday	0	0	50.0	1
1034	10/31/14	2014	No Holiday	0	0	48.2	1
1035	11/1/14	2014	No Holiday	1	0	46.4	1
1036	11/2/14	2014	No Holiday	1	0	51.8	1
1037	11/3/14	2014	No Holiday	0	0	50.0	1
1038	11/4/14	2014	No Holiday	0	0	51.8	1
1039	11/5/14	2014	No Holiday	0	0	50.0	1
1040	11/6/14	2014	No Holiday	0	0	50.0	1
1041	11/7/14	2014	No Holiday	0	0	48.2	1
1042	11/8/14	2014	No Holiday	1	0	48.2	1
1043	11/9/14	2014	No Holiday	1	0	46.4	1
1044	11/10/14	2014	No Holiday	0	0	42.8	1
1045	11/11/14	2014	No Holiday	0	0	44.6	1
1046	11/12/14	2014	No Holiday	0	0	44.6	1
1047	11/13/14	2014	No Holiday	0	0	46.4	1
1048	11/14/14	2014	No Holiday	0	0	44.6	1
1049	11/15/14	2014	No Holiday	1	0	48.2	1
1050	11/16/14	2014	No Holiday	1	0	42.8	1
1051	11/17/14	2014	No Holiday	0	0	39.2	1
1052	11/18/14	2014	No Holiday	0	0	39.2	1
1053	11/19/14	2014	No Holiday	0	0	39.2	1
1054	11/20/14	2014	No Holiday	0	0	39.2	1
1055	11/21/14	2014	No Holiday	0	0	39.2	1
1056	11/22/14	2014	No Holiday	1	0	41.0	1
1057	11/23/14	2014	No Holiday	1	0	44.6	1
1058	11/24/14	2014	No Holiday	0	0	39.2	1
1059	11/25/14	2014	No Holiday	0	0	35.6	1
1060	11/26/14	2014	No Holiday	0	0	33.8	1
1061	11/27/14	2014	No Holiday	0	0	28.4	1
1062	11/28/14	2014	No Holiday	0	0	33.8	1
1063	11/29/14	2014	No Holiday	1	0	41.0	1
1064	11/30/14	2014	No Holiday	1	0	37.4	1
1065	12/1/14	2014	No Holiday	0	0	39.2	1
1066	12/2/14	2014	No Holiday	0	0	41.0	1
1067	12/3/14	2014	No Holiday	0	0	42.8	1
1068	12/4/14	2014	No Holiday	0	0	42.8	1
1069	12/5/14	2014	No Holiday	0	0	39.2	1
1070	12/6/14	2014	No Holiday	1	0	39.2	1
1071	12/7/14	2014	No Holiday	1	0	39.2	1
1072	12/8/14	2014	No Holiday	0	0	39.2	1
1073	12/9/14	2014	No Holiday	0	0	33.8	1
1074	12/10/14	2014	No Holiday	0	0	33.8	1
1075	12/11/14	2014	No Holiday	0	0	33.8	1
1076	12/12/14	2014	No Holiday	0	0	30.2	0
1077	12/13/14	2014	No Holiday	1	0	32.0	1
1078	12/14/14	2014	No Holiday	1	0	32.0	0
1079	12/15/14	2014	No Holiday	0	0	32.0	1
1080	12/16/14	2014	No Holiday	0	0	30.2	1
1081	12/17/14	2014	No Holiday	0	0	28.4	0
1082	12/18/14	2014	No Holiday	0	0	28.4	0
1083	12/19/14	2014	No Holiday	0	0	26.6	0
1084	12/20/14	2014	No Holiday	1	0	28.4	0
1085	12/21/14	2014	No Holiday	1	0	28.4	0
1086	12/22/14	2014	No Holiday	0	0	30.2	0
1087	12/23/14	2014	No Holiday	0	0	30.2	0
1088	12/24/14	2014	No Holiday	0	0	30.2	0
1089	12/25/14	2014	No Holiday	0	0	32.0	1
1090	12/26/14	2014	No Holiday	0	0	26.6	0
1091	12/27/14	2014	No Holiday	1	0	28.4	0
1092	12/28/14	2014	No Holiday	1	0	28.4	0
1093	12/29/14	2014	No Holiday	0	0	32.0	0
1094	12/30/14	2014	No Holiday	0	0	33.8	1
1095	12/31/14	2014	No Holiday	0	0	35.6	1
1096	1/1/15	2015	New Year	0	0	37.4	1
1097	1/2/15	2015	No Holiday	0	0	37.4	1
1098	1/3/15	2015	No Holiday	1	0	35.6	1
1099	1/4/15	2015	No Holiday	1	0	32.0	1
1100	1/5/15	2015	No Holiday	0	0	33.8	1
1101	1/6/15	2015	No Holiday	0	0	32.0	1
1102	1/7/15	2015	No Holiday	0	0	32.0	1
1103	1/8/15	2015	No Holiday	0	0	24.8	0
1104	1/9/15	2015	No Holiday	0	0	24.8	0
1105	1/10/15	2015	No Holiday	1	0	28.4	0
1106	1/11/15	2015	No Holiday	1	0	32.0	1
1107	1/12/15	2015	No Holiday	0	0	26.6	0
1108	1/13/15	2015	No Holiday	0	0	28.4	0
1109	1/14/15	2015	No Holiday	0	0	30.2	0
1110	1/15/15	2015	No Holiday	0	0	32.0	1
1111	1/16/15	2015	No Holiday	0	0	32.0	1
1112	1/17/15	2015	No Holiday	1	0	30.2	0
1113	1/18/15	2015	No Holiday	1	0	33.8	1
1114	1/19/15	2015	No Holiday	0	1	33.8	1
1115	1/20/15	2015	No Holiday	0	1	30.2	1
1116	1/21/15	2015	No Holiday	0	1	32.0	0
1117	1/22/15	2015	No Holiday	0	1	32.0	1
1118	1/23/15	2015	No Holiday	0	1	32.0	1
1119	1/24/15	2015	No Holiday	1	1	35.6	1
1120	1/25/15	2015	No Holiday	1	1	33.8	1
1121	1/26/15	2015	No Holiday	0	1	32.0	1
1122	1/27/15	2015	No Holiday	0	1	35.6	1
1123	1/28/15	2015	No Holiday	0	1	32.0	1
1124	1/29/15	2015	No Holiday	0	1	33.8	1
1125	1/30/15	2015	No Holiday	0	1	33.8	1
1126	1/31/15	2015	Luner New Year	1	1	33.8	1
1127	2/1/15	2015	Luner New Year	1	1	35.6	1
1128	2/2/15	2015	Luner New Year	0	1	35.6	1
1129	2/3/15	2015	Luner New Year	0	1	26.6	0
1130	2/4/15	2015	Luner New Year	0	1	26.6	0
1131	2/5/15	2015	Luner New Year	0	1	28.4	1
1132	2/6/15	2015	Luner New Year	0	1	28.4	1
1133	2/7/15	2015	No Holiday	1	1	26.6	1
1134	2/8/15	2015	No Holiday	1	1	24.8	0
1135	2/9/15	2015	No Holiday	0	1	21.2	0
1136	2/10/15	2015	No Holiday	0	1	23.0	0
1137	2/11/15	2015	No Holiday	0	1	24.8	0
1138	2/12/15	2015	No Holiday	0	1	28.4	0
1139	2/13/15	2015	No Holiday	0	1	26.6	0
1140	2/14/15	2015	No Holiday	1	1	30.2	1
1141	2/15/15	2015	No Holiday	1	1	32.0	1
1142	2/16/15	2015	No Holiday	0	1	32.0	1
1143	2/17/15	2015	No Holiday	0	0	32.0	1
1144	2/18/15	2015	No Holiday	0	0	30.2	1
1145	2/19/15	2015	No Holiday	0	0	32.0	1
1146	2/20/15	2015	No Holiday	0	0	32.0	1
1147	2/21/15	2015	No Holiday	1	0	32.0	1
1148	2/22/15	2015	No Holiday	1	0	35.6	1
1149	2/23/15	2015	No Holiday	0	0	33.8	1
1150	2/24/15	2015	No Holiday	0	0	39.2	1
1151	2/25/15	2015	No Holiday	0	0	41.0	1
1152	2/26/15	2015	No Holiday	0	0	41.0	1
1153	2/27/15	2015	No Holiday	0	0	37.4	1
1154	2/28/15	2015	No Holiday	1	0	33.8	1
1155	3/1/15	2015	No Holiday	1	0	39.2	1
1156	3/2/15	2015	No Holiday	0	0	39.2	1
1157	3/3/15	2015	No Holiday	0	0	37.4	1
1158	3/4/15	2015	No Holiday	0	0	35.6	1
1159	3/5/15	2015	No Holiday	0	0	37.4	1
1160	3/6/15	2015	No Holiday	0	0	35.6	1
1161	3/7/15	2015	No Holiday	1	0	37.4	1
1162	3/8/15	2015	No Holiday	1	0	37.4	1
1163	3/9/15	2015	No Holiday	0	0	39.2	1
1164	3/10/15	2015	No Holiday	0	0	42.8	1
1165	3/11/15	2015	No Holiday	0	0	44.6	1
1166	3/12/15	2015	No Holiday	0	0	39.2	1
1167	3/13/15	2015	No Holiday	0	0	46.4	1
1168	3/14/15	2015	No Holiday	1	0	48.2	1
1169	3/15/15	2015	No Holiday	1	0	53.6	1
1170	3/16/15	2015	No Holiday	0	0	51.8	1
1171	3/17/15	2015	No Holiday	0	0	53.6	1
1172	3/18/15	2015	No Holiday	0	0	51.8	1
1173	3/19/15	2015	No Holiday	0	0	46.4	1
1174	3/20/15	2015	No Holiday	0	0	50.0	1
1175	3/21/15	2015	No Holiday	1	0	53.6	1
1176	3/22/15	2015	No Holiday	1	0	57.2	1
1177	3/23/15	2015	No Holiday	0	0	55.4	1
1178	3/24/15	2015	No Holiday	0	0	59.0	1
1179	3/25/15	2015	No Holiday	0	0	60.8	1
1180	3/26/15	2015	No Holiday	0	0	60.8	1
1181	3/27/15	2015	No Holiday	0	0	62.6	1
1182	3/28/15	2015	No Holiday	1	0	60.8	1
1183	3/29/15	2015	No Holiday	1	0	59.0	1
1184	3/30/15	2015	No Holiday	0	0	62.6	1
1185	3/31/15	2015	No Holiday	0	0	57.2	1
1186	4/1/15	2015	No Holiday	0	0	62.6	1
1187	4/2/15	2015	No Holiday	0	0	60.8	1
1188	4/3/15	2015	No Holiday	0	0	55.4	1
1189	4/4/15	2015	No Holiday	1	0	60.8	1
1190	4/5/15	2015	Qing Ming Festival	1	0	55.4	1
1191	4/6/15	2015	Qing Ming Festival	0	0	62.6	1
1192	4/7/15	2015	Qing Ming Festival	0	0	64.4	1
1193	4/8/15	2015	No Holiday	0	0	64.4	1
1194	4/9/15	2015	No Holiday	0	0	66.2	1
1195	4/10/15	2015	No Holiday	0	0	57.2	1
1196	4/11/15	2015	No Holiday	1	0	57.2	1
1197	4/12/15	2015	No Holiday	1	0	59.0	1
1198	4/13/15	2015	No Holiday	0	0	62.6	1
1199	4/14/15	2015	No Holiday	0	0	66.2	1
1200	4/15/15	2015	No Holiday	0	0	64.4	1
1201	4/16/15	2015	No Holiday	0	0	60.8	1
1202	4/17/15	2015	No Holiday	0	0	57.2	1
1203	4/18/15	2015	No Holiday	1	0	60.8	1
1204	4/19/15	2015	No Holiday	1	0	53.6	1
1205	4/20/15	2015	No Holiday	0	0	60.8	1
1206	4/21/15	2015	No Holiday	0	0	62.6	1
1207	4/22/15	2015	No Holiday	0	0	68.0	1
1208	4/23/15	2015	No Holiday	0	0	69.8	1
1209	4/24/15	2015	No Holiday	0	0	66.2	1
1210	4/25/15	2015	No Holiday	1	0	64.4	1
1211	4/26/15	2015	No Holiday	1	0	60.8	1
1212	4/27/15	2015	No Holiday	0	0	64.4	1
1213	4/28/15	2015	No Holiday	0	0	64.4	1
1214	4/29/15	2015	No Holiday	0	0	68.0	1
1215	4/30/15	2015	No Holiday	0	0	71.6	1
1216	5/1/15	2015	Labor Day	0	0	68.0	1
1217	5/2/15	2015	Labor Day	1	0	62.6	1
1218	5/3/15	2015	Labor Day	1	0	62.6	1
1219	5/4/15	2015	No Holiday	0	0	55.4	1
1220	5/5/15	2015	No Holiday	0	0	57.2	1
1221	5/6/15	2015	No Holiday	0	0	59.0	1
1222	5/7/15	2015	No Holiday	0	0	64.4	1
1223	5/8/15	2015	No Holiday	0	0	64.4	1
1224	5/9/15	2015	No Holiday	1	0	62.6	1
1225	5/10/15	2015	No Holiday	1	0	59.0	1
1226	5/11/15	2015	No Holiday	0	0	51.8	1
1227	5/12/15	2015	No Holiday	0	0	71.6	1
1228	5/13/15	2015	No Holiday	0	0	73.4	1
1229	5/14/15	2015	No Holiday	0	0	62.6	1
1230	5/15/15	2015	No Holiday	0	0	71.6	1
1231	5/16/15	2015	No Holiday	1	0	69.8	1
1232	5/17/15	2015	No Holiday	1	0	71.6	1
1233	5/18/15	2015	No Holiday	0	0	75.2	1
1234	5/19/15	2015	No Holiday	0	0	75.2	1
1235	5/20/15	2015	No Holiday	0	0	75.2	1
1236	5/21/15	2015	No Holiday	0	0	77.0	1
1237	5/22/15	2015	No Holiday	0	0	82.4	1
1238	5/23/15	2015	No Holiday	1	0	78.8	1
1239	5/24/15	2015	No Holiday	1	0	71.6	1
1240	5/25/15	2015	No Holiday	0	0	73.4	1
1241	5/26/15	2015	No Holiday	0	0	80.6	1
1242	5/27/15	2015	No Holiday	0	0	78.8	1
1243	5/28/15	2015	No Holiday	0	0	84.2	1
1244	5/29/15	2015	No Holiday	0	0	86.0	1
1245	5/30/15	2015	No Holiday	1	0	84.2	1
1246	5/31/15	2015	Dragon Boat Festivel	1	0	84.2	1
1247	6/1/15	2015	Dragon Boat Festivel	0	0	75.2	1
1248	6/2/15	2015	Dragon Boat Festivel	0	0	71.6	1
1249	6/3/15	2015	No Holiday	0	0	78.8	1
1250	6/4/15	2015	No Holiday	0	0	78.8	1
1251	6/5/15	2015	No Holiday	0	0	82.4	1
1252	6/6/15	2015	No Holiday	1	0	71.6	1
1253	6/7/15	2015	No Holiday	1	1	75.2	1
1254	6/8/15	2015	No Holiday	0	1	73.4	1
1255	6/9/15	2015	No Holiday	0	0	75.2	1
1256	6/10/15	2015	No Holiday	0	0	73.4	1
1257	6/11/15	2015	No Holiday	0	0	73.4	1
1258	6/12/15	2015	No Holiday	0	0	80.6	1
1259	6/13/15	2015	No Holiday	1	0	78.8	1
1260	6/14/15	2015	No Holiday	1	0	80.6	1
1261	6/15/15	2015	No Holiday	0	0	82.4	1
1262	6/16/15	2015	No Holiday	0	0	77.0	1
1263	6/17/15	2015	No Holiday	0	0	75.2	1
1264	6/18/15	2015	No Holiday	0	0	77.0	1
1265	6/19/15	2015	No Holiday	0	0	73.4	1
1266	6/20/15	2015	No Holiday	1	0	73.4	1
1267	6/21/15	2015	No Holiday	1	0	73.4	1
1268	6/22/15	2015	No Holiday	0	0	73.4	1
1269	6/23/15	2015	No Holiday	0	0	78.8	1
1270	6/24/15	2015	No Holiday	0	0	80.6	1
1271	6/25/15	2015	No Holiday	0	0	75.2	1
1272	6/26/15	2015	No Holiday	0	0	80.6	1
1273	6/27/15	2015	No Holiday	1	0	82.4	1
1274	6/28/15	2015	No Holiday	1	0	84.2	1
1275	6/29/15	2015	No Holiday	0	0	84.2	1
1276	6/30/15	2015	No Holiday	0	1	82.4	1
1277	7/1/15	2015	No Holiday	0	1	78.8	1
1278	7/2/15	2015	No Holiday	0	1	75.2	1
1279	7/3/15	2015	No Holiday	0	1	78.8	1
1280	7/4/15	2015	No Holiday	1	1	80.6	1
1281	7/5/15	2015	No Holiday	1	1	80.6	1
1282	7/6/15	2015	No Holiday	0	1	80.6	1
1283	7/7/15	2015	No Holiday	0	1	82.4	1
1284	7/8/15	2015	No Holiday	0	1	82.4	1
1285	7/9/15	2015	No Holiday	0	1	80.6	1
1286	7/10/15	2015	No Holiday	0	1	86.0	1
1287	7/11/15	2015	No Holiday	1	1	84.2	1
1288	7/12/15	2015	No Holiday	1	1	82.4	1
1289	7/13/15	2015	No Holiday	0	1	84.2	1
1290	7/14/15	2015	No Holiday	0	1	84.2	1
1291	7/15/15	2015	No Holiday	0	1	84.2	1
1292	7/16/15	2015	No Holiday	0	1	80.6	1
1293	7/17/15	2015	No Holiday	0	1	80.6	1
1294	7/18/15	2015	No Holiday	1	1	86.0	1
1295	7/19/15	2015	No Holiday	1	1	87.8	1
1296	7/20/15	2015	No Holiday	0	1	87.8	1
1297	7/21/15	2015	No Holiday	0	1	84.2	1
1298	7/22/15	2015	No Holiday	0	1	80.6	1
1299	7/23/15	2015	No Holiday	0	1	82.4	1
1300	7/24/15	2015	No Holiday	0	1	80.6	1
1301	7/25/15	2015	No Holiday	1	1	82.4	1
1302	7/26/15	2015	No Holiday	1	1	86.0	1
1303	7/27/15	2015	No Holiday	0	1	84.2	1
1304	7/28/15	2015	No Holiday	0	1	84.2	1
1305	7/29/15	2015	No Holiday	0	1	80.6	1
1306	7/30/15	2015	No Holiday	0	1	78.8	1
1307	7/31/15	2015	No Holiday	0	1	82.4	1
1308	8/1/15	2015	No Holiday	1	1	82.4	1
1309	8/2/15	2015	No Holiday	1	1	84.2	1
1310	8/3/15	2015	No Holiday	0	1	84.2	1
1311	8/4/15	2015	No Holiday	0	1	77.0	1
1312	8/5/15	2015	No Holiday	0	1	78.8	1
1313	8/6/15	2015	No Holiday	0	1	80.6	1
1314	8/7/15	2015	No Holiday	0	1	78.8	1
1315	8/8/15	2015	No Holiday	1	1	78.8	1
1316	8/9/15	2015	No Holiday	1	1	78.8	1
1317	8/10/15	2015	No Holiday	0	1	80.6	1
1318	8/11/15	2015	No Holiday	0	1	80.6	1
1319	8/12/15	2015	No Holiday	0	1	77.0	1
1320	8/13/15	2015	No Holiday	0	1	69.8	1
1321	8/14/15	2015	No Holiday	0	1	77.0	1
1322	8/15/15	2015	No Holiday	1	1	78.8	1
1323	8/16/15	2015	No Holiday	1	1	80.6	1
1324	8/17/15	2015	No Holiday	0	1	77.0	1
1325	8/18/15	2015	No Holiday	0	1	77.0	1
1326	8/19/15	2015	No Holiday	0	1	80.6	1
1327	8/20/15	2015	No Holiday	0	1	82.4	1
1328	8/21/15	2015	No Holiday	0	1	80.6	1
1329	8/22/15	2015	No Holiday	1	1	78.8	1
1330	8/23/15	2015	No Holiday	1	1	78.8	1
1331	8/24/15	2015	No Holiday	0	1	77.0	1
1332	8/25/15	2015	No Holiday	0	1	77.0	1
1333	8/26/15	2015	No Holiday	0	1	78.8	1
1334	8/27/15	2015	No Holiday	0	1	80.6	1
1335	8/28/15	2015	No Holiday	0	1	73.4	1
1336	8/29/15	2015	No Holiday	1	1	73.4	1
1337	8/30/15	2015	No Holiday	1	1	73.4	1
1338	8/31/15	2015	No Holiday	0	1	73.4	1
1339	9/1/15	2015	No Holiday	0	0	71.6	1
1340	9/2/15	2015	No Holiday	0	0	68.0	1
1341	9/3/15	2015	WWII Celebration	0	0	73.4	1
1342	9/4/15	2015	WWII Celebration	0	0	77.0	1
1343	9/5/15	2015	WWII Celebration	1	0	75.2	1
1344	9/6/15	2015	No Holiday	1	0	75.2	1
1345	9/7/15	2015	No Holiday	0	0	77.0	1
1346	9/8/15	2015	No Holiday	0	0	73.4	1
1347	9/9/15	2015	No Holiday	0	0	71.6	1
1348	9/10/15	2015	No Holiday	0	0	73.4	1

sns.pairplot(date_info)

<seaborn.axisgrid.PairGrid at 0x7fa2b0cd4b10>

Understanding the data better

np.unique(date_info['HOLIDAY'])

array(['Dragon Boat Festivel', 'Labor Day', 'Luner New Year',
       'Mid-Autumn Day', 'National Day', 'New Year', 'No Holiday',
       'Qing Ming Festival', 'WWII Celebration'], dtype=object)

date_info['CALENDAR_DATE'].min()

'1/1/12'

date_info['CALENDAR_DATE'].max()

'9/9/15'

date_info.shape

(1349, 7)

date_info[date_info.isnull().any(axis=1)]

	CALENDAR_DATE	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR

# ------------------------------------------------------------------------------------------------------

pd.concat([sold.SELL_ID, pd.get_dummies(sold.ITEM_NAME)], axis=1)

	SELL_ID	BURGER	COFFEE	COKE	LEMONADE
0	1070	1	0	0	0
1	3055	0	1	0	0
2	3067	0	0	1	0
3	3028	0	0	0	1
4	2051	1	0	0	0
5	2051	0	0	1	0
6	2052	1	0	0	0
7	2052	0	0	0	1
8	2053	1	0	0	0
9	2053	0	0	1	0
10	2053	0	1	0	0

pd.concat([sold.SELL_ID, pd.get_dummies(sold.ITEM_NAME)], axis=1).groupby(sold.SELL_ID).sum()

	SELL_ID	BURGER	COFFEE	COKE	LEMONADE
SELL_ID
1070	1070	1	0	0	0
2051	4102	1	0	1	0
2052	4104	1	0	0	1
2053	6159	1	1	1	0
3028	3028	0	0	0	1
3055	3055	0	1	0	0
3067	3067	0	0	1	0

data1 = pd.merge(sold.drop(['ITEM_ID'],axis=1), transactions.drop(['SELL_CATEGORY'], axis= 1), on =  'SELL_ID')
data1.head(20)
b = data1.groupby(['SELL_ID', 'SELL_CATEGORY', 'ITEM_NAME', 'CALENDAR_DATE','PRICE']).QUANTITY.sum()

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY
0	1070	0	BURGER	01/01/12	15.5	46
1	1070	0	BURGER	01/02/12	15.5	70
2	1070	0	BURGER	01/03/12	15.5	62
3	1070	0	BURGER	01/04/12	15.5	88
4	1070	0	BURGER	01/05/12	15.5	104
5	1070	0	BURGER	01/06/12	15.5	100
6	1070	0	BURGER	01/07/12	15.5	70
7	1070	0	BURGER	01/08/12	15.5	70
8	1070	0	BURGER	01/09/12	15.5	106
9	1070	0	BURGER	01/10/12	15.5	108
10	1070	0	BURGER	01/11/12	15.5	104
11	1070	0	BURGER	01/12/12	15.5	102
12	1070	0	BURGER	1/13/12	15.5	100
13	1070	0	BURGER	1/14/12	15.5	74
14	1070	0	BURGER	1/15/12	15.5	60
15	1070	0	BURGER	1/16/12	15.5	104
16	1070	0	BURGER	1/17/12	15.5	106
17	1070	0	BURGER	1/18/12	15.5	108
18	1070	0	BURGER	1/19/12	15.5	100
19	1070	0	BURGER	1/20/12	15.5	100

b

SELL_ID  SELL_CATEGORY  ITEM_NAME  CALENDAR_DATE  PRICE
1070     0              BURGER     01/01/12       15.50     46
                                   01/01/13       15.50     60
                                   01/01/14       15.50     72
                                   01/01/15       14.00     66
                                   01/02/12       15.50     70
                                   01/02/13       15.50     68
                                   01/02/14       15.50     76
                                   01/02/15       14.00    102
                                   01/03/12       15.50     62
                                   01/03/13       15.50     70
                                   01/03/14       15.50     68
                                   01/03/15       14.00     68
                                   01/04/12       15.50     88
                                   01/04/13       15.50    100
                                   01/04/14       15.50     74
                                   01/04/15       14.00     70
                                   01/05/12       15.50    104
                                   01/05/13       15.50     68
                                   01/05/14       15.50     70
                                   01/05/15       14.00    104
                                   01/06/12       15.50    100
                                   01/06/13       15.50     72
                                   01/06/14       15.50    108
                                   01/06/15       14.00     98
                                   01/07/12       15.50     70
                                   01/07/13       15.50    100
                                   01/07/14       15.50    100
                                   01/07/15       14.00    104
                                   01/08/12       15.50     70
                                   01/08/13       15.50    100
                                   01/08/14       15.50    104
                                   01/08/15       14.00    120
                                   01/09/12       15.50    106
                                   01/09/13       15.50    102
                                   01/09/14       15.50    102
                                   01/09/15       14.00    124
                                   01/10/12       15.50    108
                                   01/10/13       15.50    104
                                   01/10/14       15.50    102
                                   01/10/15       14.00     80
                                   01/11/12       15.50    104
                                   01/11/13       15.50    102
                                   01/11/14       15.50     76
                                   01/11/15       14.00     72
                                   01/12/12       15.50    102
                                   01/12/13       15.50     74
                                   01/12/14       15.50     76
                                   01/12/15       14.00    122
                                   02/01/12       15.50     90
                                   02/01/13       15.50    102
                                   02/01/14       15.50     72
                                   02/01/15       14.00     44
                                   02/02/12       15.50     64
                                   02/02/13       15.50     70
                                   02/02/14       15.50     74
                                   02/02/15       14.00     68
                                   02/03/12       15.50     62
                                   02/03/13       15.50     74
                                   02/03/14       15.50     88
                                   02/03/15       14.00     84
                                   02/04/12       15.50     42
                                   02/04/13       15.50    104
                                   02/04/14       15.50    106
                                   02/04/15       14.00     84
                                   02/05/12       15.50     38
                                   02/05/13       15.50    100
                                   02/05/14       15.50    106
                                   02/05/15       14.00     64
                                   02/06/12       15.50     56
                                   02/06/13       15.50    104
                                   02/06/14       15.50    106
                                   02/06/15       14.00     66
                                   02/07/12       15.50     56
                                   02/07/13       15.50    106
                                   02/07/14       15.50    104
                                   02/07/15       14.00     70
                                   02/08/12       15.50     60
                                   02/08/13       15.50    100
                                   02/08/14       15.50     72
                                   02/08/15       14.00     84
                                   02/09/12       15.50     88
                                   02/09/13       15.50     74
                                   02/09/14       15.50     54
                                   02/09/15       14.00    120
                                   02/10/12       15.50     90
                                   02/10/13       15.50     72
                                   02/10/14       15.50     68
                                   02/10/15       14.00    116
                                   02/11/12       15.50     76
                                   02/11/13       15.50    106
                                   02/11/14       15.50     70
                                   02/11/15       14.00    118
                                   02/12/12       15.50     72
                                   02/12/13       15.50     90
                                   02/12/14       15.50     74
                                   02/12/15       14.00    118
                                   03/01/12       15.50     84
                                   03/01/13       12.64     42
                                                  15.50    180
                                   03/01/14       15.50     62
                                   03/01/15       14.00     68
                                   03/02/12       15.50     86
                                   03/02/13       15.50     58
                                   03/02/14       15.50     56
                                   03/02/15       14.00     96
                                   03/03/12       15.50     64
                                   03/03/13       15.50     56
                                   03/03/14       15.50     88
                                   03/03/15       14.00    102
                                   03/04/12       15.50     62
                                   03/04/13       15.50     86
                                   03/04/14       15.50     84
                                   03/04/15       14.00     96
                                   03/05/12       15.50     88
                                   03/05/13       15.50     84
                                   03/05/14       15.50     82
                                   03/05/15       14.00     98
                                   03/06/12       15.50     86
                                   03/06/13       15.50     88
                                   03/06/14       15.50     86
                                   03/06/15       14.00    100
                                   03/07/12       15.50     84
                                   03/07/13       15.50     86
                                   03/07/14       15.50     88
                                   03/07/15       14.00     68
                                   03/08/12       15.50     86
                                   03/08/13       15.50     90
                                   03/08/14       15.50     64
                                   03/08/15       14.00     64
                                   03/09/12       15.50     90
                                   03/09/13       15.50     58
                                   03/09/14       15.50     56
                                   03/09/15       14.00    100
                                   03/10/12       15.50     56
                                   03/10/13       15.50     60
                                   03/10/14       15.50     82
                                   03/10/15       14.00     98
                                   03/11/12       15.50     64
                                   03/11/13       15.50    106
                                   03/11/14       15.50     82
                                   03/11/15       14.00     98
                                   03/12/12       15.50     84
                                   03/12/13       15.50     90
                                   03/12/14       15.50     84
                                   03/12/15       14.00     98
                                   04/01/12       15.50     58
                                   04/01/13       15.50     82
                                   04/01/14       15.50     84
                                   04/01/15       14.00    104
                                   04/02/12       15.50     82
                                   04/02/13       15.50     60
                                   04/02/14       15.50     84
                                   04/02/15       14.00     96
                                   04/03/12       15.50     64
                                   04/03/13       15.50     64
                                   04/03/14       15.50     90
                                   04/03/15       14.00    100
                                   04/04/12       15.50     58
                                   04/04/13       15.50     62
                                   04/04/14       15.50     62
                                   04/04/15       14.00     70
                                   04/05/12       15.50     62
                                   04/05/13       15.50     84
                                   04/05/14       15.50     42
                                   04/05/15       14.00     44
                                   04/06/12       15.50     82
                                   04/06/13       15.50     56
                                   04/06/14       15.50     38
                                   04/06/15       14.00     70
                                   04/07/12       15.50     64
                                   04/07/13       15.50     58
                                   04/07/14       15.50     90
                                   04/07/15       14.00     66
                                   04/08/12       15.50     64
                                   04/08/13       15.50     88
                                   04/08/14       15.50     84
                                   04/08/15       14.00     98
                                   04/09/12       15.50     86
                                   04/09/13       15.50     88
                                   04/09/14       15.50     90
                                   04/09/15       14.00    102
                                   04/10/12       15.50     88
                                   04/10/13       15.50     84
                                   04/10/14       15.50     86
                                   04/10/15       14.00     96
                                   04/11/12       15.50     84
                                   04/11/13       15.50     84
                                   04/11/14       15.50     88
                                   04/11/15       14.00     70
                                   04/12/12       15.50     82
                                   04/12/13       15.50     88
                                   04/12/14       15.50     62
                                   04/12/15       14.00     64
                                   05/01/12       15.00     64
                                   05/01/13       16.50     50
                                   05/01/14       14.50     66
                                   05/01/15       16.00     56
                                   05/02/12       15.00     62
                                   05/02/13       16.50     80
                                   05/02/14       14.50     98
                                   05/02/15       16.00     42
                                   05/03/12       15.00     86
                                   05/03/13       16.50     74
                                   05/03/14       14.50     70
                                   05/03/15       16.00     44
                                   05/04/12       15.00     94
                                   05/04/13       16.50     56
                                   05/04/14       14.50     62
                                   05/04/15       16.00     82
                                   05/05/12       15.00     62
                                   05/05/13       16.50     54
                                   05/05/14       14.50     98
                                   05/05/15       16.00     84
                                   05/06/12       15.00     66
                                   05/06/13       16.50     76
                                   05/06/14       14.50     94
                                   05/06/15       16.00     80
                                   05/07/12       15.00     90
                                   05/07/13       16.50     76
                                   05/07/14       14.50     98
                                   05/07/15       16.00     82
                                   05/08/12       15.00     88
                                   05/08/13       16.50     76
                                   05/08/14       14.50     90
                                   05/08/15       16.00     80
                                   05/09/12       15.00     94
                                   05/09/13       16.50     74
                                   05/09/14       14.50     92
                                   05/09/15       16.00     54
                                   05/10/12       15.00     88
                                   05/10/13       16.50     76
                                   05/10/14       14.50     68
                                   05/10/15       16.00     56
                                   05/11/12       15.00     94
                                   05/11/13       16.50     54
                                   05/11/14       14.50     62
                                   05/11/15       16.00     78
                                   05/12/12       15.00     60
                                   05/12/13       16.50     58
                                   05/12/14       14.50     96
                                   05/12/15       16.00     84
                                   06/01/12       15.00     86
                                   06/01/13       16.50     58
                                   06/01/14       14.50     64
                                   06/01/15       16.00     54
                                   06/02/12       15.00     60
                                   06/02/13       16.50     54
                                   06/02/14       14.50     94
                                   06/02/15       16.00     62
                                   06/03/12       15.00     66
                                   06/03/13       16.50     74
                                   06/03/14       14.50     94
                                   06/03/15       16.00     84
                                   06/04/12       15.00     58
                                   06/04/13       16.50     82
                                   06/04/14       14.50     98
                                   06/04/15       16.00     80
                                   06/05/12       15.00     62
                                   06/05/13       16.50     78
                                   06/05/14       14.50     92
                                   06/05/15       16.00     80
                                   06/06/12       15.00     62
                                   06/06/13       16.50     80
                                   06/06/14       14.50     90
                                   06/06/15       16.00     56
                                   06/07/12       15.00     92
                                   06/07/13       16.50     76
                                   06/07/14       14.50     70
                                   06/07/15       16.00     60
                                   06/08/12       15.00     92
                                   06/08/13       16.50     54
                                   06/08/14       14.50     62
                                   06/08/15       16.00     84
                                   06/09/12       15.00     64
                                   06/09/13       16.50     54
                                   06/09/14       14.50     94
                                   06/09/15       16.00     86
                                   06/10/12       15.00     62
                                   06/10/13       16.50     80
                                   06/10/14       14.50     62
                                   06/10/15       16.00     84
                                   06/11/12       15.00     92
                                   06/11/13       16.50     78
                                   06/11/14       14.50     62
                                   06/11/15       16.00     78
                                   06/12/12       15.00     90
                                   06/12/13       16.50     76
                                   06/12/14       14.50     66
                                   06/12/15       16.00     84
                                   07/01/12       15.00     62
                                   07/01/13       16.50     76
                                   07/01/14       14.50     96
                                   07/01/15       16.00     82
                                   07/02/12       15.00     90
                                   07/02/13       16.50     80
                                   07/02/14       14.50     90
                                   07/02/15       16.00     86
                                   07/03/12       15.00     90
                                   07/03/13       16.50     82
                                   07/03/14       14.50     98
                                   07/03/15       16.00     80
                                   07/04/12       15.00     92
                                   07/04/13       16.50     74
                                   07/04/14       14.50     90
                                   07/04/15       16.00     62
                                   07/05/12       15.00     94
                                   07/05/13       16.50     78
                                   07/05/14       14.50     64
                                   07/05/15       16.00     58
                                   07/06/12       15.00     88
                                   07/06/13       16.50     56
                                   07/06/14       14.50     62
                                   07/06/15       16.00     86
                                   07/07/12       15.00     58
                                   07/07/13       16.50     56
                                   07/07/14       14.50     90
                                   07/07/15       16.00     84
                                   07/08/12       15.00     64
                                   07/08/13       16.50     76
                                   07/08/14       14.50     98
                                   07/08/15       16.00     84
                                   07/09/12       15.00     86
                                   07/09/13       16.50     80
                                   07/09/14       14.50     94
                                   07/09/15       16.00     86
                                   07/10/12       15.00     86
                                   07/10/13       16.50     80
                                   07/10/14       14.50     94
                                   07/10/15       16.00     86
                                   07/11/12       15.00     88
                                   07/11/13       16.50     80
                                   07/11/14       14.50     92
                                   07/11/15       16.00     56
                                   07/12/12       15.00     86
                                   07/12/13       16.50     80
                                   07/12/14       14.50     66
                                   07/12/15       16.00     62
                                   08/01/12       15.00     86
                                   08/01/13       16.50     76
                                   08/01/14       14.50     96
                                   08/01/15       16.00     62
                                   08/02/12       15.00     90
                                   08/02/13       16.50     96
                                   08/02/14       14.50     64
                                   08/02/15       16.00     58
                                   08/03/12       15.00     90
                                   08/03/13       16.50     70
                                   08/03/14       14.50     64
                                   08/03/15       16.00     80
                                   08/04/12       15.00     66
                                   08/04/13       16.50     54
                                   08/04/14       14.50     96
                                   08/04/15       16.00     84
                                   08/05/12       15.00     64
                                   08/05/13       16.50     80
                                   08/05/14       14.50     94
                                   08/05/15       16.00     86
                                   08/06/12       15.00     86
                                   08/06/13       16.50     76
                                   08/06/14       14.50     90
                                   08/06/15       16.00     86
                                   08/07/12       15.00     90
                                   08/07/13       16.50     80
                                   08/07/14       14.50     92
                                   08/07/15       16.00     84
                                   08/08/12       15.00     94
                                   08/08/13       16.50     92
                                   08/08/14       14.50     92
                                   08/08/15       16.00     58
                                   08/09/12       15.00     92
                                   08/09/13       16.50     90
                                   08/09/14       14.50     66
                                   08/09/15       16.00     54
                                   08/10/12       15.00     86
                                   08/10/13       16.50     58
                                   08/10/14       14.50     66
                                   08/10/15       16.00     86
                                   08/11/12       15.00     62
                                   08/11/13       16.50     52
                                   08/11/14       14.50     96
                                   08/11/15       16.00     78
                                   08/12/12       15.00     58
                                   08/12/13       16.50     80
                                   08/12/14       14.50     94
                                   08/12/15       16.00     86
                                   09/01/12       15.00     64
                                   09/01/13       14.00     64
                                   09/01/14       15.50     88
                                   09/01/15       14.50     94
                                   09/02/12       15.00     58
                                   09/02/13       14.00    104
                                   09/02/14       15.50     86
                                   09/02/15       14.50     90
                                   09/03/12       15.00     90
                                   09/03/13       14.00    102
                                   09/03/14       15.50     86
                                   09/03/15       14.50     64
                                   09/04/12       15.00     90
                                   09/04/13       14.00    102
                                   09/04/14       15.50     86
                                   09/04/15       14.50     44
                                   09/05/12       15.00     92
                                   09/05/13       14.00     96
                                   09/05/14       15.50     88
                                   09/05/15       14.50     64
                                   09/06/12       15.00     86
                                   09/06/13       14.00     98
                                   09/06/14       15.50     58
                                   09/06/15       14.50     94
                                   09/07/12       15.00     90
                                   09/07/13       14.00     72
                                   09/07/14       15.50     64
                                   09/07/15       14.50     98
                                   09/08/12       15.00     66
                                   09/08/13       14.00     72
                                   09/08/14       15.50     88
                                   09/08/15       14.50     90
                                   09/09/12       15.00     64
                                   09/09/13       14.00     98
                                   09/09/14       15.50     82
                                   09/09/15       14.50     96
                                   09/10/12       15.00     66
                                   09/10/13       14.00    104
                                   09/10/14       15.50     82
                                   09/10/15       14.50     96
                                   09/11/12       15.00     58
                                   09/11/13       14.00    100
                                   09/11/14       15.50     84
                                   09/12/12       15.00     60
                                   09/12/13       14.00    100
                                   09/12/14       15.50     88
                                   1/13/12        15.50    100
                                   1/13/13        15.50     70
                                   1/13/14        15.50    104
                                   1/13/15        14.00    116
                                   1/14/12        15.50     74
                                   1/14/13        15.50    100
                                   1/14/14        15.50     86
                                   1/14/15        14.00    122
                                   1/15/12        15.50     60
                                   1/15/13        15.50    100
                                   1/15/14        15.50    104
                                   1/15/15        14.00    104
                                   1/16/12        15.50    104
                                   1/16/13        15.50     84
                                   1/16/14        15.50    100
                                   1/16/15        14.00    100
                                   1/17/12        15.50    106
                                   1/17/13        15.50     82
                                   1/17/14        15.50    106
                                   1/17/15        14.00     78
                                   1/18/12        15.50    108
                                   1/18/13        15.50     84
                                   1/18/14        15.50     70
                                   1/18/15        14.00     68
                                   1/19/12        15.50    100
                                   1/19/13        15.50     58
                                   1/19/14        15.50     56
                                   1/19/15        14.00    100
                                   1/20/12        15.50    100
                                   1/20/13        15.50     70
                                   1/20/14        15.50    104
                                   1/20/15        14.00    100
                                   1/21/12        15.50     70
                                   1/21/13        15.50    100
                                   1/21/14        15.50    104
                                   1/21/15        14.00    118
                                   1/22/12        15.50     74
                                   1/22/13        15.50     74
                                   1/22/14        15.50    108
                                   1/22/15        14.00    100
                                   1/23/12        15.50    108
                                   1/23/13        15.50     68
                                   1/23/14        15.50    106
                                   1/23/15        14.00     96
                                   1/24/12        15.50    100
                                   1/24/13        15.50     74
                                   1/24/14        15.50    104
                                   1/24/15        14.00     70
                                   1/25/12        15.50    100
                                   1/25/13        15.50     68
                                   1/25/14        15.50     74
                                   1/25/15        14.00     70
                                   1/26/12        15.50    106
                                   1/26/13        15.50     54
                                   1/26/14        15.50     70
                                   1/26/15        14.00    104
                                   1/27/12        15.50     86
                                   1/27/13        15.50     46
                                   1/27/14        15.50    108
                                   1/27/15        14.00     96
                                   1/28/12        15.50     62
                                   1/28/13        15.50     68
                                   1/28/14        15.50     86
                                   1/28/15        14.00     96
                                   1/29/12        15.50     70
                                   1/29/13        15.50    108
                                   1/29/14        15.50     90
                                   1/29/15        14.00     96
                                   1/30/12        15.50    106
                                   1/30/13        15.50    104
                                   1/30/14        15.50     88
                                   1/30/15        14.00     96
                                   1/31/12        15.50     84
                                   1/31/13        15.50    108
                                   1/31/14        15.50     84
                                   1/31/15        14.00     50
                                   10/01/12       15.00     58
                                   10/01/13       14.00     66
                                   10/01/14       15.50     64
                                   10/02/12       15.00     58
                                   10/02/13       14.00     66
                                   10/02/14       15.50     58
                                   10/03/12       15.00     64
                                   10/03/13       14.00     70
                                   10/03/14       15.50     56
                                   10/04/12       15.00     66
                                   10/04/13       14.00     70
                                   10/04/14       15.50     44
                                   10/05/12       15.00     60
                                   10/05/13       14.00     48
                                   10/05/14       15.50     42
                                   10/06/12       15.00     42
                                   10/06/13       14.00     50
                                   10/06/14       15.50     58
                                   10/07/12       15.00     48
                                   10/07/13       14.00     66
                                   10/07/14       15.50     76
                                   10/08/12       15.00     86
                                   10/08/13       14.00    100
                                   10/08/14       15.50    104
                                   10/09/12       15.00     94
                                   10/09/13       14.00     98
                                   10/09/14       15.50     90
                                   10/10/12       15.00     94
                                   10/10/13       14.00     96
                                   10/10/14       15.50     88
                                   10/11/12       15.00     92
                                   10/11/13       14.00    100
                                   10/11/14       15.50     60
                                   10/12/12       15.00     88
                                   10/12/13       14.00     64
                                   10/12/14       15.50     58
                                   10/13/12       15.00     64
                                   10/13/13       14.00     70
                                   10/13/14       15.50     88
                                   10/14/12       15.00     64
                                   10/14/13       14.00    104
                                   10/14/14       15.50     90
                                   10/15/12       15.00     86
                                   10/15/13       14.00     96
                                   10/15/14       15.50     84
                                   10/16/12       15.00     94
                                   10/16/13       14.00     98
                                   10/16/14       15.50     90
                                   10/17/12       15.00     94
                                   10/17/13       14.00    100
                                   10/17/14       15.50     86
                                   10/18/12       15.00     90
                                   10/18/13       14.00     96
                                   10/18/14       15.50     62
                                   10/19/12       15.00     90
                                   10/19/13       14.00     70
                                   10/19/14       15.50     62
                                   10/20/12       15.00     64
                                   10/20/13       14.00     68
                                   10/20/14       15.50     90
                                   10/21/12       15.00     64
                                   10/21/13       14.00    100
                                   10/21/14       15.50     88
                                   10/22/12       15.00     90
                                   10/22/13       14.00    102
                                   10/22/14       15.50     86
                                   10/23/12       15.00     90
                                   10/23/13       14.00    100
                                   10/23/14       15.50     90
                                   10/24/12       15.00     88
                                   10/24/13       14.00    102
                                   10/24/14       15.50     86
                                   10/25/12       15.00     86
                                   10/25/13       14.00     98
                                   10/25/14       15.50     62
                                   10/26/12       15.00     92
                                   10/26/13       14.00     72
                                   10/26/14       15.50     64
                                   10/27/12       15.00     64
                                   10/27/13       14.00     66
                                   10/27/14       15.50     82
                                   10/28/12       15.00     62
                                   10/28/13       14.00    104
                                   10/28/14       15.50     90
                                   10/29/12       15.00     92
                                   10/29/13       14.00    102
                                   10/29/14       15.50     82
                                   10/30/12       15.00     86
                                   10/30/13       14.00    104
                                   10/30/14       15.50     82
                                   10/31/12       15.00     94
                                   10/31/13       14.00     98
                                   10/31/14       15.50     86
                                   11/01/12       15.00     94
                                   11/01/13       14.00     96
                                   11/01/14       15.50     60
                                   11/02/12       15.00     94
                                   11/02/13       14.00     72
                                   11/02/14       15.50     60
                                   11/03/12       15.00     58
                                   11/03/13       14.00     70
                                   11/03/14       15.50     88
                                   11/04/12       15.00     64
                                   11/04/13       14.00    102
                                   11/04/14       15.50     84
                                   11/05/12       15.00     88
                                   11/05/13       14.00    102
                                   11/05/14       15.50     86
                                   11/06/12       15.00     86
                                   11/06/13       14.00     96
                                   11/06/14       15.50     82
                                   11/07/12       15.00     86
                                   11/07/13       14.00    104
                                   11/07/14       15.50     84
                                   11/08/12       15.00     88
                                   11/08/13       14.00    104
                                   11/08/14       15.50     56
                                   11/09/12       15.00     90
                                   11/09/13       14.00     64
                                   11/09/14       15.50     62
                                   11/10/12       15.00     60
                                   11/10/13       14.00     72
                                   11/10/14       15.50     86
                                   11/11/12       15.00     62
                                   11/11/13       14.00    102
                                   11/11/14       15.50     86
                                   11/12/12       15.00     90
                                   11/12/13       14.00     96
                                   11/12/14       15.50     84
                                   11/13/12       15.00     86
                                   11/13/13       14.00     98
                                   11/13/14       15.50     82
                                   11/14/12       15.00     88
                                   11/14/13       14.00    104
                                   11/14/14       15.50     88
                                   11/15/12       15.00     86
                                   11/15/13       14.00     96
                                   11/15/14       15.50     62
                                   11/16/12       15.00     86
                                   11/16/13       14.00     70
                                   11/16/14       15.50     62
                                   11/17/12       15.00     62
                                   11/17/13       14.00     72
                                   11/17/14       15.50     88
                                   11/18/12       15.00     66
                                   11/18/13       14.00    100
                                   11/18/14       15.50     82
                                   11/19/12       15.00     92
                                   11/19/13       14.00     98
                                   11/19/14       15.50     86
                                   11/20/12       15.00     92
                                   11/20/13       14.00    104
                                   11/20/14       15.50     84
                                   11/21/12       15.00     86
                                   11/21/13       14.00    104
                                   11/21/14       15.50     84
                                   11/22/12       15.00     94
                                   11/22/13       14.00     98
                                   11/22/14       15.50     56
                                   11/23/12       15.00     90
                                   11/23/13       14.00     64
                                   11/23/14       15.50     58
                                   11/24/12       15.00     64
                                   11/24/13       14.00     72
                                   11/24/14       15.50     90
                                   11/25/12       15.00     66
                                   11/25/13       14.00    104
                                   11/25/14       15.50     82
                                   11/26/12       15.00     86
                                   11/26/13       14.00     96
                                   11/26/14       15.50     88
                                   11/27/12       15.00     90
                                   11/27/13       14.00    102
                                   11/27/14       15.50     88
                                   11/28/12       15.00     94
                                   11/28/13       14.00    124
                                   11/28/14       15.50     86
                                   11/29/12       15.00     92
                                   11/29/13       14.00     98
                                   11/29/14       15.50     58
                                   11/30/12       15.00     90
                                   11/30/13       14.00     78
                                   11/30/14       15.50     60
                                   12/01/12       15.00     60
                                   12/01/13       14.00     80
                                   12/01/14       15.50     86
                                   12/02/12       15.00     66
                                   12/02/13       14.00     96
                                   12/02/14       15.50     90
                                   12/03/12       15.00     92
                                   12/03/13       14.00    120
                                   12/03/14       15.50     90
                                   12/04/12       15.00     88
                                   12/04/13       14.00     96
                                   12/04/14       15.50     84
                                   12/05/12       15.00     90
                                   12/05/13       14.00    118
                                   12/05/14       15.50     88
                                   12/06/12       15.00     94
                                   12/06/13       14.00    118
                                   12/06/14       15.50     64
                                   12/07/12       15.00    110
                                   12/07/13       14.00     84
                                   12/07/14       15.50     64
                                   12/08/12       15.00     76
                                   12/08/13       14.00     80
                                   12/08/14       15.50     86
                                   12/09/12       15.00     58
                                   12/09/13       14.00    120
                                   12/09/14       15.50     82
                                   12/10/12       15.00     92
                                   12/10/13       14.00    116
                                   12/10/14       15.50     86
                                   12/11/12       15.00     86
                                   12/11/13       14.00    122
                                   12/11/14       15.50     82
                                   12/12/12       15.00     90
                                   12/12/13       14.00     98
                                   12/12/14       15.50    102
                                   12/13/12       15.00     90
                                   12/13/13       14.00    104
                                   12/13/14       15.50     60
                                   12/14/12       15.00    106
                                   12/14/13       14.00     64
                                   12/14/14       15.50     68
                                   12/15/12       15.00     78
                                   12/15/13       14.00     66
                                   12/15/14       15.50     82
                                   12/16/12       15.00     74
                                   12/16/13       14.00    102
                                   12/16/14       14.00     98
                                   12/17/12       15.00    110
                                   12/17/13       14.00    116
                                   12/17/14       14.00    124
                                   12/18/12       15.00    110
                                   12/18/13       14.00    118
                                   12/18/14       14.00    116
                                   12/19/12       15.00     86
                                   12/19/13       14.00    124
                                   12/19/14       14.00    122
                                   12/20/12       15.00     94
                                   12/20/13       14.00    102
                                   12/20/14       14.00     78
                                   12/21/12       15.00    110
                                   12/21/13       15.50     72
                                   12/21/14       14.00     84
                                   12/22/12       15.00     78
                                   12/22/13       15.50     60
                                   12/22/14       14.00    116
                                   12/23/12       15.00     58
                                   12/23/13       15.50    102
                                   12/23/14       14.00    122
                                   12/24/12       15.00    110
                                   12/24/13       15.50    108
                                   12/24/14       14.00    116
                                   12/25/12       15.00    112
                                   12/25/13       15.50    108
                                   12/25/14       14.00    100
                                   12/26/12       15.00     90
                                   12/26/13       15.50    104
                                   12/26/14       14.00    120
                                   12/27/12       15.50     88
                                   12/27/13       15.50    108
                                   12/27/14       14.00     82
                                   12/28/12       15.50    108
                                   12/28/13       15.50     68
                                   12/28/14       14.00     80
                                   12/29/12       15.50     58
                                   12/29/13       15.50     68
                                   12/29/14       14.00    120
                                   12/30/12       15.50     62
                                   12/30/13       15.50    106
                                   12/30/14       14.00     96
                                   12/31/12       15.50    102
                                   12/31/13       15.50    104
                                   12/31/14       14.00     96
                                   2/13/12        15.50     90
                                   2/13/13        15.50     86
                                   2/13/14        15.50     64
                                   2/13/15        14.00    124
                                   2/14/12        15.50     82
                                   2/14/13        15.50    106
                                   2/14/14        15.50     76
                                   2/14/15        14.00     64
                                   2/15/12        15.50     86
                                   2/15/13        15.50     84
                                   2/15/14        15.50     54
                                   2/15/15        14.00     68
                                   2/16/12        15.50     86
                                   2/16/13        15.50     72
                                   2/16/14        15.50     62
                                   2/16/15        14.00    102
                                   2/17/12        15.50     84
                                   2/17/13        15.50     74
                                   2/17/14        15.50     84
                                   2/17/15        14.00     96
                                   2/18/12        15.50     62
                                   2/18/13        15.50    100
                                   2/18/14        15.50    100
                                   2/18/15        14.00    102
                                   2/19/12        15.50     60
                                   2/19/13        15.50     86
                                   2/19/14        15.50    100
                                   2/19/15        14.00    100
                                   2/20/12        15.50     88
                                   2/20/13        15.50     86
                                   2/20/14        15.50    108
                                   2/20/15        14.00    102
                                   2/21/12        15.50     90
                                   2/21/13        15.50     88
                                   2/21/14        15.50     86
                                   2/21/15        14.00     70
                                   2/22/12        15.50     90
                                   2/22/13        15.50     84
                                   2/22/14        15.50     56
                                   2/22/15        14.00     70
                                   2/23/12        15.50     88
                                   2/23/13        15.50     60
                                   2/23/14        15.50     56
                                   2/23/15        14.00     96
                                   2/24/12        15.50     82
                                   2/24/13        15.50     56
                                   2/24/14        15.50     82
                                   2/24/15        14.00    104
                                   2/25/12        15.50     62
                                   2/25/13        15.50     82
                                   2/25/14        15.50     84
                                   2/25/15        14.00     96
                                   2/26/12        15.50     60
                                   2/26/13        15.50     90
                                   2/26/14        15.50     90
                                   2/26/15        14.00     96
                                   2/27/12        15.50     82
                                   2/27/13        15.50     90
                                   2/27/14        15.50     86
                                   2/27/15        14.00    100
                                   2/28/12        15.50     86
                                   2/28/13        15.50     84
                                   2/28/14        15.50     86
                                   2/28/15        14.00     66
                                   3/13/12        15.50     88
                                   3/13/13        15.50     88
                                   3/13/14        15.50     84
                                   3/13/15        14.00     98
                                   3/14/12        15.50     84
                                   3/14/13        15.50     84
                                   3/14/14        15.50     86
                                   3/14/15        14.00     68
                                   3/15/12        15.50     86
                                   3/15/13        15.50     82
                                   3/15/14        15.50     62
                                   3/15/15        14.00     66
                                   3/16/12        15.50     88
                                   3/16/13        15.50     62
                                   3/16/14        15.50     58
                                   3/16/15        14.00    102
                                   3/17/12        15.50     56
                                   3/17/13        15.50     64
                                   3/17/14        15.50     88
                                   3/17/15        14.00     98
                                   3/18/12        15.50     60
                                   3/18/13        15.50     86
                                   3/18/14        15.50     84
                                   3/18/15        14.00    104
                                   3/19/12        15.50     88
                                   3/19/13        15.50     84
                                   3/19/14        15.50     84
                                   3/19/15        14.00     98
                                   3/20/12        15.50     84
                                   3/20/13        15.50     84
                                   3/20/14        15.50     90
                                   3/20/15        14.00    100
                                   3/21/12        15.50     90
                                   3/21/13        15.50     84
                                   3/21/14        15.50     90
                                   3/21/15        14.00     68
                                   3/22/12        15.50     90
                                   3/22/13        15.50     84
                                   3/22/14        15.50     60
                                   3/22/15        14.00     64
                                   3/23/12        15.50     90
                                   3/23/13        15.50     64
                                   3/23/14        15.50     58
                                   3/23/15        14.00    104
                                   3/24/12        15.50     56
                                   3/24/13        15.50     56
                                   3/24/14        15.50     88
                                   3/24/15        14.00    102
                                   3/25/12        15.50     62
                                   3/25/13        15.50     82
                                   3/25/14        15.50     84
                                   3/25/15        14.00    104
                                   3/26/12        15.50     90
                                   3/26/13        15.50     88
                                   3/26/14        15.50     90
                                   3/26/15        14.00     98
                                   3/27/12        15.50     90
                                   3/27/13        15.50     82
                                   3/27/14        15.50     88
                                   3/27/15        14.00    104
                                   3/28/12        15.50     88
                                   3/28/13        15.50     86
                                   3/28/14        15.50     82
                                   3/28/15        14.00     70
                                   3/29/12        15.50     86
                                   3/29/13        15.50     82
                                   3/29/14        15.50     56
                                   3/29/15        14.00     66
                                   3/30/12        15.50     84
                                   3/30/13        15.50     62
                                   3/30/14        15.50     56
                                   3/30/15        14.00     98
                                   3/31/12        15.50     60
                                   3/31/13        15.50     56
                                   3/31/14        15.50     88
                                   3/31/15        14.00    104
                                   4/13/12        15.50     90
                                   4/13/13        15.50     64
                                   4/13/14        15.50     64
                                   4/13/15        14.00    100
                                   4/14/12        15.50     64
                                   4/14/13        15.50     62
                                   4/14/14        15.50     86
                                   4/14/15        14.00     98
                                   4/15/12        15.50     58
                                   4/15/13        15.50     84
                                   4/15/14        15.50     86
                                   4/15/15        16.00     84
                                   4/16/12        15.50     82
                                   4/16/13        15.50     82
                                   4/16/14        15.50     88
                                   4/16/15        16.00     80
                                   4/17/12        15.50     82
                                   4/17/13        15.50     84
                                   4/17/14        15.50     88
                                   4/17/15        16.00     78
                                   4/18/12        15.50     90
                                   4/18/13        15.50     82
                                   4/18/14        15.50     84
                                   4/18/15        16.00     62
                                   4/19/12        15.50     88
                                   4/19/13        15.50     88
                                   4/19/14        15.50     56
                                   4/19/15        16.00     56
                                   4/20/12        15.50     86
                                   4/20/13        15.50     58
                                   4/20/14        14.50     62
                                   4/20/15        16.00     86
                                   4/21/12        15.50     56
                                   4/21/13        15.50     60
                                   4/21/14        14.50     98
                                   4/21/15        16.00     84
                                   4/22/12        15.50     64
                                   4/22/13        15.50     82
                                   4/22/14        14.50     90
                                   4/22/15        16.00     80
                                   4/23/12        15.50     90
                                   4/23/13        15.50     82
                                   4/23/14        14.50     94
                                   4/23/15        16.00     86
                                   4/24/12        15.50     82
                                   4/24/13        15.50     90
                                   4/24/14        14.50     98
                                   4/24/15        16.00     82
                                   4/25/12        15.50     88
                                   4/25/13        16.50     80
                                   4/25/14        14.50     94
                                   4/25/15        16.00     56
                                   4/26/12        15.50     82
                                   4/26/13        16.50     82
                                   4/26/14        14.50     64
                                   4/26/15        16.00     58
                                   4/27/12        15.50     88
                                   4/27/13        16.50     54
                                   4/27/14        14.50     64
                                   4/27/15        16.00     78
                                   4/28/12        15.50     62
                                   4/28/13        16.50     58
                                   4/28/14        14.50     96
                                   4/28/15        16.00     84
                                   4/29/12        15.50     58
                                   4/29/13        16.50     56
                                   4/29/14        14.50     70
                                   4/29/15        16.00     84
                                   4/30/12        15.50     64
                                   4/30/13        16.50     50
                                   4/30/14        14.50     66
                                   4/30/15        16.00     78
                                   5/13/12        15.00     58
                                   5/13/13        16.50     80
                                   5/13/14        14.50     90
                                   5/13/15        16.00     78
                                   5/14/12        15.00     94
                                   5/14/13        16.50     74
                                   5/14/14        14.50     90
                                   5/14/15        16.00     80
                                   5/15/12        15.00     86
                                   5/15/13        16.50     80
                                   5/15/14        14.50     92
                                   5/15/15        16.00     78
                                   5/16/12        15.00     88
                                   5/16/13        16.50     74
                                   5/16/14        14.50     92
                                   5/16/15        16.00     56
                                   5/17/12        15.00     90
                                   5/17/13        16.50     76
                                   5/17/14        14.50     64
                                   5/17/15        16.00     58
                                   5/18/12        15.00     92
                                   5/18/13        16.50     54
                                   5/18/14        14.50     64
                                   5/18/15        16.00     86
                                   5/19/12        15.00     58
                                   5/19/13        16.50     56
                                   5/19/14        14.50     92
                                   5/19/15        16.00     78
                                   5/20/12        15.00     62
                                   5/20/13        16.50     82
                                   5/20/14        14.50     94
                                   5/20/15        16.00     82
                                   5/21/12        15.00     92
                                   5/21/13        16.50     78
                                   5/21/14        14.50     90
                                   5/21/15        16.00     78
                                   5/22/12        15.00     90
                                   5/22/13        16.50     80
                                   5/22/14        14.50     94
                                   5/22/15        16.00     80
                                   5/23/12        15.00     90
                                   5/23/13        16.50     76
                                   5/23/14        14.50     94
                                   5/23/15        16.00     54
                                   5/24/12        15.00     90
                                   5/24/13        16.50     74
                                   5/24/14        14.50     62
                                   5/24/15        16.00     54
                                   5/25/12        15.00     88
                                   5/25/13        16.50     52
                                   5/25/14        14.50     62
                                   5/25/15        16.00     84
                                   5/26/12        15.00     60
                                   5/26/13        16.50     58
                                   5/26/14        14.50     90
                                   5/26/15        16.00     82
                                   5/27/12        15.00     60
                                   5/27/13        16.50     82
                                   5/27/14        14.50     92
                                   5/27/15        16.00     80
                                   5/28/12        15.00     86
                                   5/28/13        16.50     82
                                   5/28/14        14.50     96
                                   5/28/15        16.00     82
                                   5/29/12        15.00     90
                                   5/29/13        16.50     74
                                   5/29/14        14.50     94
                                   5/29/15        16.00     86
                                   5/30/12        15.00     90
                                   5/30/13        16.50     80
                                   5/30/14        14.50     90
                                   5/30/15        16.00     56
                                   5/31/12        15.00     88
                                   5/31/13        16.50     74
                                   5/31/14        14.50     68
                                   5/31/15        16.00     40
                                   6/13/12        15.00     88
                                   6/13/13        16.50     82
                                   6/13/14        14.50     92
                                   6/13/15        16.00     58
                                   6/14/12        15.00     88
                                   6/14/13        16.50     80
                                   6/14/14        14.50     68
                                   6/14/15        16.00     60
                                   6/15/12        15.00     94
                                   6/15/13        16.50     50
                                   6/15/14        14.50     70
                                   6/15/15        16.00     80
                                   6/16/12        15.00     64
                                   6/16/13        16.50     58
                                   6/16/14        14.50     96
                                   6/16/15        16.00     80
                                   6/17/12        15.00     60
                                   6/17/13        16.50     82
                                   6/17/14        14.50     98
                                   6/17/15        16.00     86
                                   6/18/12        15.00     92
                                   6/18/13        16.50     82
                                   6/18/14        14.50     96
                                   6/18/15        16.00     82
                                   6/19/12        15.00     86
                                   6/19/13        16.50     82
                                   6/19/14        14.50     98
                                   6/19/15        16.00     82
                                   6/20/12        15.00     94
                                   6/20/13        16.50     80
                                   6/20/14        14.50     92
                                   6/20/15        16.00     54
                                   6/21/12        15.00     92
                                   6/21/13        16.50     76
                                   6/21/14        14.50     64
                                   6/21/15        16.00     56
                                   6/22/12        15.00     92
                                   6/22/13        16.50     42
                                   6/22/14        14.50     68
                                   6/22/15        16.00     86
                                   6/23/12        15.00     64
                                   6/23/13        16.50     42
                                   6/23/14        14.50     90
                                   6/23/15        16.00     82
                                   6/24/12        15.00     62
                                   6/24/13        16.50     58
                                   6/24/14        14.50     96
                                   6/24/15        16.00     86
                                   6/25/12        15.00     92
                                   6/25/13        16.50     78
                                   6/25/14        14.50     96
                                   6/25/15        16.00     80
                                   6/26/12        15.00     88
                                   6/26/13        16.50     80
                                   6/26/14        14.50     90
                                   6/26/15        16.00     86
                                   6/27/12        15.00     94
                                   6/27/13        16.50     76
                                   6/27/14        14.50     94
                                   6/27/15        16.00     58
                                   6/28/12        15.00     94
                                   6/28/13        16.50     82
                                   6/28/14        14.50     64
                                   6/28/15        16.00     58
                                   6/29/12        15.00     94
                                   6/29/13        16.50     56
                                   6/29/14        14.50     66
                                   6/29/15        16.00     78
                                   6/30/12        15.00     64
                                   6/30/13        16.50     52
                                   6/30/14        14.50     94
                                   6/30/15        16.00     84
                                   7/13/12        15.00     86
                                   7/13/13        16.50     56
                                   7/13/14        14.50     62
                                   7/13/15        16.00     80
                                   7/14/12        15.00     58
                                   7/14/13        16.50     56
                                   7/14/14        14.50     96
                                   7/14/15        16.00     84
                                   7/15/12        15.00     64
                                   7/15/13        16.50     82
                                   7/15/14        14.50     90
                                   7/15/15        16.00     84
                                   7/16/12        15.00     86
                                   7/16/13        16.50     78
                                   7/16/14        14.50     96
                                   7/16/15        16.00     80
                                   7/17/12        15.00     88
                                   7/17/13        16.50     82
                                   7/17/14        14.50     92
                                   7/17/15        16.00     80
                                   7/18/12        15.00     88
                                   7/18/13        16.50     78
                                   7/18/14        14.50     92
                                   7/18/15        16.00     62
                                   7/19/12        15.00     92
                                   7/19/13        16.50     78
                                   7/19/14        14.50     68
                                   7/19/15        16.00     56
                                   7/20/12        15.00     90
                                   7/20/13        16.50     58
                                   7/20/14        14.50     62
                                   7/20/15        16.00     80
                                   7/21/12        15.00     60
                                   7/21/13        16.50     50
                                   7/21/14        14.50     98
                                   7/21/15        16.00     78
                                   7/22/12        15.00     60
                                   7/22/13        16.50     76
                                   7/22/14        14.50     92
                                   7/22/15        16.00     82
                                   7/23/12        15.00     94
                                   7/23/13        16.50     74
                                   7/23/14        14.50     98
                                   7/23/15        16.00     84
                                   7/24/12        15.00     86
                                   7/24/13        16.50     78
                                   7/24/14        14.50     92
                                   7/24/15        16.00     86
                                   7/25/12        15.00     92
                                   7/25/13        16.50     76
                                   7/25/14        14.50     98
                                   7/25/15        16.00     58
                                   7/26/12        15.00     90
                                   7/26/13        16.50     74
                                   7/26/14        14.50     62
                                   7/26/15        16.00     60
                                   7/27/12        15.00     90
                                   7/27/13        16.50     54
                                   7/27/14        14.50     70
                                   7/27/15        16.00     84
                                   7/28/12        15.00     60
                                   7/28/13        16.50     56
                                   7/28/14        14.50     90
                                   7/28/15        16.00     84
                                   7/29/12        15.00     66
                                   7/29/13        16.50     76
                                   7/29/14        14.50     90
                                   7/29/15        16.00     82
                                   7/30/12        15.00     86
                                   7/30/13        16.50     78
                                   7/30/14        14.50     92
                                   7/30/15        16.00     78
                                   7/31/12        15.00     90
                                   7/31/13        16.50     82
                                   7/31/14        14.50     92
                                   7/31/15        16.00     80
                                   8/13/12        15.00     94
                                   8/13/13        16.50     80
                                   8/13/14        14.50     90
                                   8/13/15        14.50     98
                                   8/14/12        15.00     90
                                   8/14/13        16.50     78
                                   8/14/14        14.50     92
                                   8/14/15        14.50     98
                                   8/15/12        15.00     90
                                   8/15/13        16.50     78
                                   8/15/14        14.50     98
                                   8/15/15        14.50     68
                                   8/16/12        15.00     88
                                   8/16/13        16.50     78
                                   8/16/14        14.50     66
                                   8/16/15        14.50     62
                                   8/17/12        15.00     94
                                   8/17/13        16.50     58
                                   8/17/14        14.50     62
                                   8/17/15        14.50     96
                                   8/18/12        15.00     62
                                   8/18/13        16.50     54
                                   8/18/14        15.50     84
                                   8/18/15        14.50     96
                                   8/19/12        15.00     64
                                   8/19/13        16.50     80
                                   8/19/14        15.50     86
                                   8/19/15        14.50     94
                                   8/20/12        15.00     86
                                   8/20/13        16.50     76
                                   8/20/14        15.50     82
                                   8/20/15        14.50     96
                                   8/21/12        15.00     90
                                   8/21/13        16.50     82
                                   8/21/14        15.50     88
                                   8/21/15        14.50     90
                                   8/22/12        15.00     88
                                   8/22/13        16.50     76
                                   8/22/14        15.50     88
                                   8/22/15        14.50     68
                                   8/23/12        15.00     88
                                   8/23/13        14.00    100
                                   8/23/14        15.50     56
                                   8/23/15        14.50     64
                                   8/24/12        15.00     86
                                   8/24/13        14.00     66
                                   8/24/14        15.50     64
                                   8/24/15        14.50     92
                                   8/25/12        15.00     62
                                   8/25/13        14.00     68
                                   8/25/14        15.50     84
                                   8/25/15        14.50     92
                                   8/26/12        15.00     62
                                   8/26/13        14.00    102
                                   8/26/14        15.50     86
                                   8/26/15        14.50     98
                                   8/27/12        15.00     94
                                   8/27/13        14.00     96
                                   8/27/14        15.50     90
                                   8/27/15        14.50     92
                                   8/28/12        15.00     90
                                   8/28/13        14.00    122
                                   8/28/14        15.50     90
                                   8/28/15        14.50     90
                                   8/29/12        15.00     88
                                   8/29/13        14.00    122
                                   8/29/14        15.50     90
                                   8/29/15        14.50     68
                                   8/30/12        15.00     90
                                   8/30/13        14.00    122
                                   8/30/14        15.50     62
                                   8/30/15        14.50     64
                                   8/31/12        15.00     94
                                   8/31/13        14.00     64
                                   8/31/14        15.50     60
                                   8/31/15        14.50     90
                                   9/13/12        15.00     86
                                   9/13/13        14.00    102
                                   9/13/14        15.50     56
                                   9/14/12        15.00     90
                                   9/14/13        14.00     72
                                   9/14/14        15.50     62
                                   9/15/12        15.00     64
                                   9/15/13        14.00     64
                                   9/15/14        15.50     90
                                   9/16/12        15.00     64
                                   9/16/13        14.00    104
                                   9/16/14        15.50     90
                                   9/17/12        15.00     86
                                   9/17/13        14.00    102
                                   9/17/14        15.50     82
                                   9/18/12        15.00     88
                                   9/18/13        14.00     96
                                   9/18/14        15.50     90
                                   9/19/12        15.00     92
                                   9/19/13        14.00     96
                                   9/19/14        15.50     62
                                   9/20/12        15.00     88
                                   9/20/13        14.00     98
                                   9/20/14        15.50     42
                                   9/21/12        15.00     86
                                   9/21/13        14.00     72
                                   9/21/14        15.50     46
                                   9/22/12        15.00     62
                                   9/22/13        14.00     68
                                   9/22/14        15.50     88
                                   9/23/12        15.00     66
                                   9/23/13        14.00    104
                                   9/23/14        15.50     90
                                   9/24/12        15.00     94
                                   9/24/13        14.00    100
                                   9/24/14        15.50     90
                                   9/25/12        15.00     90
                                   9/25/13        14.00    100
                                   9/25/14        15.50     86
                                   9/26/12        15.00     94
                                   9/26/13        14.00    100
                                   9/26/14        15.50     82
                                   9/27/12        15.00     90
                                   9/27/13        14.00    104
                                   9/27/14        15.50     64
                                   9/28/12        15.00     86
                                   9/28/13        14.00     68
                                   9/28/14        15.50     58
                                   9/29/12        15.00     64
                                   9/29/13        14.00     64
                                   9/29/14        15.50     86
                                   9/30/12        15.00     58
                                   9/30/13        14.00     64
                                   9/30/14        15.50     90
2051     2              BURGER     01/01/12       12.73     22
                                   01/01/13       13.13     22
                                   01/01/14       13.27     22
                                   01/01/15       11.53     24
                                   01/02/12       12.73     22
                                   01/02/13       13.13     28
                                   01/02/14       13.27     22
                                   01/02/15       11.53     30
                                   01/03/12       12.73     26
                                   01/03/13       13.13     28
                                   01/03/14       13.27     26
                                   01/03/15       11.53     20
                                   01/04/12       12.73     26
                                   01/04/13       13.13     30
                                   01/04/14       13.27     22
                                   01/04/15       11.53     28
                                   01/05/12       12.73     36
                                   01/05/13       13.13     20
                                   01/05/14       13.27     26
                                   01/05/15       11.53     36
                                   01/06/12       12.73     38
                                   01/06/13       13.13     24
                                   01/06/14       13.27     30
                                   01/06/15       11.53     30
                                   01/07/12       12.73     24
                                   01/07/13       13.13     32
                                   01/07/14       13.27     38
                                   01/07/15       11.53     30
                                   01/08/12       12.73     26
                                   01/08/13       13.13     36
                                   01/08/14       13.27     38
                                   01/08/15       11.53     42
                                   01/09/12       12.73     34
                                   01/09/13       13.13     34
                                   01/09/14       13.27     38
                                   01/09/15       11.53     42
                                   01/10/12       12.73     40
                                   01/10/13       13.13     32
                                   01/10/14       13.27     38
                                   01/10/15       11.53     24
                                   01/11/12       12.73     32
                                   01/11/13       13.13     36
                                   01/11/14       13.27     28
                                   01/11/15       11.53     20
                                   01/12/12       12.73     32
                                   01/12/13       13.13     22
                                   01/12/14       13.27     22
                                   01/12/15       11.53     38
                                   02/01/12       12.73     28
                                   02/01/13       13.13     34
                                   02/01/14       13.27     26
                                   02/01/15       11.53     18
                                   02/02/12       12.73     18
                                   02/02/13       13.13     22
                                   02/02/14       13.27     24
                                   02/02/15       11.53     26
                                   02/03/12       12.73     20
                                   02/03/13       13.13     24
                                   02/03/14       13.27     30
                                   02/03/15       11.53     24
                                   02/04/12       12.73     12
                                   02/04/13       13.13     32
                                   02/04/14       13.27     34
                                   02/04/15       11.53     24
                                   02/05/12       12.73     12
                                   02/05/13       13.13     38
                                   02/05/14       13.27     36
                                   02/05/15       11.53     24
                                   02/06/12       12.73     26
                                   02/06/13       13.13     36
                                   02/06/14       13.27     38
                                   02/06/15       11.53     26
                                   02/07/12       12.73     18
                                   02/07/13       13.13     38
                                   02/07/14       13.27     30
                                   02/07/15       11.53     26
                                   02/08/12       12.73     20
                                   02/08/13       13.13     34
                                   02/08/14       13.27     26
                                   02/08/15       11.53     24
                                   02/09/12       12.73     28
                                   02/09/13       13.13     26
                                   02/09/14       13.27     14
                                   02/09/15       11.53     44
                                   02/10/12       12.73     26
                                   02/10/13       13.13     28
                                   02/10/14       13.27     26
                                   02/10/15       11.53     38
                                   02/11/12       12.73     26
                                   02/11/13       13.13     30
                                   02/11/14       13.27     20
                                   02/11/15       11.53     36
                                   02/12/12       12.73     26
                                   02/12/13       13.13     24
                                   02/12/14       13.27     22
                                   02/12/15       11.53     38
                                   03/01/12       12.73     32
                                   03/01/13       12.64     38
                                                  15.50    178
                                   03/01/14       13.27     26
                                   03/01/15       11.53     26
                                   03/02/12       12.73     34
                                   03/02/13       13.13     18
                                   03/02/14       13.27     26
                                   03/02/15       11.53     38
                                   03/03/12       12.73     26
                                   03/03/13       13.13     22
                                   03/03/14       13.27     32
                                   03/03/15       11.53     36
                                   03/04/12       12.73     26
                                   03/04/13       13.13     30
                                   03/04/14       13.27     28
                                   03/04/15       11.53     38
                                   03/05/12       12.73     34
                                   03/05/13       13.13     28
                                   03/05/14       13.27     28
                                   03/05/15       11.53     32
                                   03/06/12       12.73     26
                                   03/06/13       13.13     30
                                   03/06/14       13.27     24
                                   03/06/15       11.53     30
                                   03/07/12       12.73     34
                                   03/07/13       13.13     28
                                   03/07/14       13.27     24
                                   03/07/15       11.53     22
                                   03/08/12       12.73     28
                                   03/08/13       13.13     28
                                   03/08/14       13.27     24
                                   03/08/15       11.53     22
                                   03/09/12       12.73     34
                                   03/09/13       13.13     22
                                   03/09/14       13.27     22
                                   03/09/15       11.53     38
                                   03/10/12       12.73     22
                                   03/10/13       13.13     24
                                   03/10/14       13.27     32
                                   03/10/15       11.53     36
                                   03/11/12       12.73     20
                                   03/11/13       13.13     32
                                   03/11/14       13.27     24
                                   03/11/15       11.53     36
                                   03/12/12       12.73     34
                                   03/12/13       13.13     32
                                   03/12/14       13.27     24
                                   03/12/15       11.53     32
                                   04/01/12       12.73     20
                                   04/01/13       13.13     32
                                   04/01/14       13.27     24
                                   04/01/15       11.53     30
                                   04/02/12       12.73     26
                                   04/02/13       13.13     18
                                   04/02/14       13.27     32
                                   04/02/15       11.53     30
                                   04/03/12       12.73     26
                                   04/03/13       13.13     26
                                   04/03/14       13.27     24
                                   04/03/15       11.53     30
                                   04/04/12       12.73     22
                                   04/04/13       13.13     24
                                   04/04/14       13.27     24
                                   04/04/15       11.53     24
                                   04/05/12       12.73     26
                                   04/05/13       13.13     30
                                   04/05/14       13.27     20
                                   04/05/15       11.53     20
                                   04/06/12       12.73     28
                                   04/06/13       13.13     18
                                   04/06/14       13.27     16
                                   04/06/15       11.53     22
                                   04/07/12       12.73     26
                                   04/07/13       13.13     24
                                   04/07/14       13.27     30
                                   04/07/15       11.53     20
                                   04/08/12       12.73     20
                                   04/08/13       13.13     30
                                   04/08/14       13.27     32
                                   04/08/15       11.53     30
                                   04/09/12       12.73     30
                                   04/09/13       13.13     26
                                   04/09/14       13.27     28
                                   04/09/15       11.53     36
                                   04/10/12       12.73     28
                                   04/10/13       13.13     28
                                   04/10/14       13.27     32
                                   04/10/15       11.53     38
                                   04/11/12       12.73     34
                                   04/11/13       13.13     30
                                   04/11/14       13.27     26
                                   04/11/15       11.53     24
                                   04/12/12       12.73     30
                                   04/12/13       13.13     28
                                   04/12/14       13.27     20
                                   04/12/15       11.53     22
                                   05/01/12       11.49     22
                                   05/01/13       13.08     26
                                   05/01/14       12.14     24
                                   05/01/15       12.66     24
                                   05/02/12       11.49     24
                                   05/02/13       13.08     28
                                   05/02/14       12.14     36
                                   05/02/15       12.66     12
                                   05/03/12       11.49     32
                                   05/03/13       13.08     28
                                   05/03/14       12.14     26
                                   05/03/15       12.66     18
                                   05/04/12       11.49     30
                                   05/04/13       13.08     22
                                   05/04/14       12.14     24
                                   05/04/15       12.66     26
                                   05/05/12       11.49     20
                                   05/05/13       13.08     26
                                   05/05/14       12.14     28
                                   05/05/15       12.66     34
                                   05/06/12       11.49     24
                                   05/06/13       13.08     26
                                   05/06/14       12.14     34
                                   05/06/15       12.66     30
                                   05/07/12       11.49     34
                                   05/07/13       13.08     32
                                   05/07/14       12.14     28
                                   05/07/15       12.66     26
                                   05/08/12       11.49     36
                                   05/08/13       13.08     26
                                   05/08/14       12.14     28
                                   05/08/15       12.66     28
                                   05/09/12       11.49     32
                                   05/09/13       13.08     28
                                   05/09/14       12.14     30
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                                   1/13/12        12.73     40
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                                   10/01/12       12.35     24
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                                   12/27/14       11.53     32
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                                   9/19/13        10.97     36
                                   9/19/14        12.87     18
                                   9/20/12        12.35     34
                                   9/20/13        10.97     32
                                   9/20/14        12.87     16
                                   9/21/12        12.35     36
                                   9/21/13        10.97     26
                                   9/21/14        12.87     16
                                   9/22/12        12.35     20
                                   9/22/13        10.97     28
                                   9/22/14        12.87     34
                                   9/23/12        12.35     24
                                   9/23/13        10.97     40
                                   9/23/14        12.87     28
                                   9/24/12        12.35     34
                                   9/24/13        10.97     40
                                   9/24/14        12.87     32
                                   9/25/12        12.35     30
                                   9/25/13        10.97     34
                                   9/25/14        12.87     32
                                   9/26/12        12.35     28
                                   9/26/13        10.97     38
                                   9/26/14        12.87     26
                                   9/27/12        12.35     28
                                   9/27/13        10.97     40
                                   9/27/14        12.87     22
                                   9/28/12        12.35     34
                                   9/28/13        10.97     22
                                   9/28/14        12.87     24
                                   9/29/12        12.35     26
                                   9/29/13        10.97     24
                                   9/29/14        12.87     26
                                   9/30/12        12.35     22
                                   9/30/13        10.97     30
                                   9/30/14        12.87     30
                        COKE       01/01/12       12.73     22
                                   01/01/13       13.13     22
                                   01/01/14       13.27     22
                                   01/01/15       11.53     24
                                   01/02/12       12.73     22
                                   01/02/13       13.13     28
                                   01/02/14       13.27     22
                                   01/02/15       11.53     30
                                   01/03/12       12.73     26
                                   01/03/13       13.13     28
                                   01/03/14       13.27     26
                                   01/03/15       11.53     20
                                   01/04/12       12.73     26
                                   01/04/13       13.13     30
                                   01/04/14       13.27     22
                                   01/04/15       11.53     28
                                   01/05/12       12.73     36
                                   01/05/13       13.13     20
                                   01/05/14       13.27     26
                                   01/05/15       11.53     36
                                   01/06/12       12.73     38
                                   01/06/13       13.13     24
                                   01/06/14       13.27     30
                                   01/06/15       11.53     30
                                   01/07/12       12.73     24
                                   01/07/13       13.13     32
                                   01/07/14       13.27     38
                                   01/07/15       11.53     30
                                   01/08/12       12.73     26
                                   01/08/13       13.13     36
                                   01/08/14       13.27     38
                                   01/08/15       11.53     42
                                   01/09/12       12.73     34
                                   01/09/13       13.13     34
                                   01/09/14       13.27     38
                                   01/09/15       11.53     42
                                   01/10/12       12.73     40
                                   01/10/13       13.13     32
                                   01/10/14       13.27     38
                                   01/10/15       11.53     24
                                   01/11/12       12.73     32
                                   01/11/13       13.13     36
                                   01/11/14       13.27     28
                                   01/11/15       11.53     20
                                   01/12/12       12.73     32
                                   01/12/13       13.13     22
                                   01/12/14       13.27     22
                                   01/12/15       11.53     38
                                   02/01/12       12.73     28
                                   02/01/13       13.13     34
                                   02/01/14       13.27     26
                                   02/01/15       11.53     18
                                   02/02/12       12.73     18
                                   02/02/13       13.13     22
                                   02/02/14       13.27     24
                                   02/02/15       11.53     26
                                   02/03/12       12.73     20
                                   02/03/13       13.13     24
                                   02/03/14       13.27     30
                                   02/03/15       11.53     24
                                   02/04/12       12.73     12
                                   02/04/13       13.13     32
                                   02/04/14       13.27     34
                                   02/04/15       11.53     24
                                   02/05/12       12.73     12
                                   02/05/13       13.13     38
                                   02/05/14       13.27     36
                                   02/05/15       11.53     24
                                   02/06/12       12.73     26
                                   02/06/13       13.13     36
                                   02/06/14       13.27     38
                                   02/06/15       11.53     26
                                   02/07/12       12.73     18
                                   02/07/13       13.13     38
                                   02/07/14       13.27     30
                                   02/07/15       11.53     26
                                   02/08/12       12.73     20
                                   02/08/13       13.13     34
                                   02/08/14       13.27     26
                                   02/08/15       11.53     24
                                   02/09/12       12.73     28
                                   02/09/13       13.13     26
                                   02/09/14       13.27     14
                                   02/09/15       11.53     44
                                   02/10/12       12.73     26
                                   02/10/13       13.13     28
                                   02/10/14       13.27     26
                                   02/10/15       11.53     38
                                   02/11/12       12.73     26
                                   02/11/13       13.13     30
                                   02/11/14       13.27     20
                                   02/11/15       11.53     36
                                   02/12/12       12.73     26
                                   02/12/13       13.13     24
                                   02/12/14       13.27     22
                                   02/12/15       11.53     38
                                   03/01/12       12.73     32
                                   03/01/13       12.64     38
                                                  15.50    178
                                   03/01/14       13.27     26
                                   03/01/15       11.53     26
                                   03/02/12       12.73     34
                                   03/02/13       13.13     18
                                   03/02/14       13.27     26
                                   03/02/15       11.53     38
                                   03/03/12       12.73     26
                                   03/03/13       13.13     22
                                   03/03/14       13.27     32
                                   03/03/15       11.53     36
                                   03/04/12       12.73     26
                                   03/04/13       13.13     30
                                   03/04/14       13.27     28
                                   03/04/15       11.53     38
                                   03/05/12       12.73     34
                                   03/05/13       13.13     28
                                   03/05/14       13.27     28
                                   03/05/15       11.53     32
                                   03/06/12       12.73     26
                                   03/06/13       13.13     30
                                   03/06/14       13.27     24
                                   03/06/15       11.53     30
                                   03/07/12       12.73     34
                                   03/07/13       13.13     28
                                   03/07/14       13.27     24
                                   03/07/15       11.53     22
                                   03/08/12       12.73     28
                                   03/08/13       13.13     28
                                   03/08/14       13.27     24
                                   03/08/15       11.53     22
                                   03/09/12       12.73     34
                                   03/09/13       13.13     22
                                   03/09/14       13.27     22
                                   03/09/15       11.53     38
                                   03/10/12       12.73     22
                                   03/10/13       13.13     24
                                   03/10/14       13.27     32
                                   03/10/15       11.53     36
                                   03/11/12       12.73     20
                                   03/11/13       13.13     32
                                   03/11/14       13.27     24
                                   03/11/15       11.53     36
                                   03/12/12       12.73     34
                                   03/12/13       13.13     32
                                   03/12/14       13.27     24
                                   03/12/15       11.53     32
                                   04/01/12       12.73     20
                                   04/01/13       13.13     32
                                   04/01/14       13.27     24
                                   04/01/15       11.53     30
                                   04/02/12       12.73     26
                                   04/02/13       13.13     18
                                   04/02/14       13.27     32
                                   04/02/15       11.53     30
                                   04/03/12       12.73     26
                                   04/03/13       13.13     26
                                   04/03/14       13.27     24
                                   04/03/15       11.53     30
                                   04/04/12       12.73     22
                                   04/04/13       13.13     24
                                   04/04/14       13.27     24
                                   04/04/15       11.53     24
                                   04/05/12       12.73     26
                                   04/05/13       13.13     30
                                   04/05/14       13.27     20
                                   04/05/15       11.53     20
                                   04/06/12       12.73     28
                                   04/06/13       13.13     18
                                   04/06/14       13.27     16
                                   04/06/15       11.53     22
                                   04/07/12       12.73     26
                                   04/07/13       13.13     24
                                   04/07/14       13.27     30
                                   04/07/15       11.53     20
                                   04/08/12       12.73     20
                                   04/08/13       13.13     30
                                   04/08/14       13.27     32
                                   04/08/15       11.53     30
                                   04/09/12       12.73     30
                                   04/09/13       13.13     26
                                   04/09/14       13.27     28
                                   04/09/15       11.53     36
                                   04/10/12       12.73     28
                                   04/10/13       13.13     28
                                   04/10/14       13.27     32
                                   04/10/15       11.53     38
                                   04/11/12       12.73     34
                                   04/11/13       13.13     30
                                   04/11/14       13.27     26
                                   04/11/15       11.53     24
                                   04/12/12       12.73     30
                                   04/12/13       13.13     28
                                   04/12/14       13.27     20
                                   04/12/15       11.53     22
                                   05/01/12       11.49     22
                                   05/01/13       13.08     26
                                   05/01/14       12.14     24
                                   05/01/15       12.66     24
                                   05/02/12       11.49     24
                                   05/02/13       13.08     28
                                   05/02/14       12.14     36
                                   05/02/15       12.66     12
                                   05/03/12       11.49     32
                                   05/03/13       13.08     28
                                   05/03/14       12.14     26
                                   05/03/15       12.66     18
                                   05/04/12       11.49     30
                                   05/04/13       13.08     22
                                   05/04/14       12.14     24
                                   05/04/15       12.66     26
                                   05/05/12       11.49     20
                                   05/05/13       13.08     26
                                   05/05/14       12.14     28
                                   05/05/15       12.66     34
                                   05/06/12       11.49     24
                                   05/06/13       13.08     26
                                   05/06/14       12.14     34
                                   05/06/15       12.66     30
                                   05/07/12       11.49     34
                                   05/07/13       13.08     32
                                   05/07/14       12.14     28
                                   05/07/15       12.66     26
                                   05/08/12       11.49     36
                                   05/08/13       13.08     26
                                   05/08/14       12.14     28
                                   05/08/15       12.66     28
                                   05/09/12       11.49     32
                                   05/09/13       13.08     28
                                   05/09/14       12.14     30
                                   05/09/15       12.66     26
                                   05/10/12       11.49     36
                                   05/10/13       13.08     34
                                   05/10/14       12.14     28
                                   05/10/15       12.66     26
                                   05/11/12       11.49     36
                                   05/11/13       13.08     26
                                   05/11/14       12.14     22
                                   05/11/15       12.66     28
                                   05/12/12       11.49     26
                                   05/12/13       13.08     22
                                   05/12/14       12.14     28
                                   05/12/15       12.66     26
                                   06/01/12       11.49     34
                                   06/01/13       13.08     18
                                   06/01/14       12.14     26
                                   06/01/15       12.66     18
                                   06/02/12       11.49     22
                                   06/02/13       13.08     24
                                   06/02/14       12.14     36
                                   06/02/15       12.66     26
                                   06/03/12       11.49     22
                                   06/03/13       13.08     26
                                   06/03/14       12.14     34
                                   06/03/15       12.66     26
                                   06/04/12       11.49     28
                                   06/04/13       13.08     26
                                   06/04/14       12.14     30
                                   06/04/15       12.66     34
                                   06/05/12       11.49     24
                                   06/05/13       13.08     26
                                   06/05/14       12.14     30
                                   06/05/15       12.66     34
                                   06/06/12       11.49     28
                                   06/06/13       13.08     32
                                   06/06/14       12.14     36
                                   06/06/15       12.66     20
                                   06/07/12       11.49     36
                                   06/07/13       13.08     26
                                   06/07/14       12.14     28
                                   06/07/15       12.66     24
                                   06/08/12       11.49     34
                                   06/08/13       13.08     26
                                   06/08/14       12.14     28
                                   06/08/15       12.66     26
                                   06/09/12       11.49     24
                                   06/09/13       13.08     20
                                   06/09/14       12.14     34
                                   06/09/15       12.66     26
                                   06/10/12       11.49     24
                                   06/10/13       13.08     32
                                   06/10/14       12.14     20
                                   06/10/15       12.66     30
                                   06/11/12       11.49     34
                                   06/11/13       13.08     34
                                   06/11/14       12.14     26
                                   06/11/15       12.66     30
                                   06/12/12       11.49     36
                                   06/12/13       13.08     30
                                   06/12/14       12.14     24
                                   06/12/15       12.66     30
                                   07/01/12       11.49     24
                                   07/01/13       13.08     26
                                   07/01/14       12.14     30
                                   07/01/15       12.66     28
                                   07/02/12       11.49     38
                                   07/02/13       13.08     32
                                   07/02/14       12.14     34
                                   07/02/15       12.66     26
                                   07/03/12       11.49     36
                                   07/03/13       13.08     28
                                   07/03/14       12.14     34
                                   07/03/15       12.66     28
                                   07/04/12       11.49     30
                                   07/04/13       13.08     34
                                   07/04/14       12.14     32
                                   07/04/15       12.66     18
                                   07/05/12       11.49     36
                                   07/05/13       13.08     34
                                   07/05/14       12.14     28
                                   07/05/15       12.66     24
                                   07/06/12       11.49     30
                                   07/06/13       13.08     24
                                   07/06/14       12.14     20
                                   07/06/15       12.66     26
                                   07/07/12       11.49     28
                                   07/07/13       13.08     20
                                   07/07/14       12.14     32
                                   07/07/15       12.66     28
                                   07/08/12       11.49     28
                                   07/08/13       13.08     30
                                   07/08/14       12.14     32
                                   07/08/15       12.66     28
                                   07/09/12       11.49     38
                                   07/09/13       13.08     34
                                   07/09/14       12.14     32
                                   07/09/15       12.66     28
                                   07/10/12       11.49     30
                                   07/10/13       13.08     34
                                   07/10/14       12.14     36
                                   07/10/15       12.66     34
                                   07/11/12       11.49     36
                                   07/11/13       13.08     32
                                   07/11/14       12.14     34
                                   07/11/15       12.66     24
                                   07/12/12       11.49     34
                                   07/12/13       13.08     28
                                   07/12/14       12.14     22
                                   07/12/15       12.66     22
                                   08/01/12       11.49     38
                                   08/01/13       13.08     26
                                   08/01/14       12.14     32
                                   08/01/15       12.66     26
                                   08/02/12       11.49     34
                                   08/02/13       13.08     32
                                   08/02/14       12.14     22
                                   08/02/15       12.66     18
                                   08/03/12       11.49     38
                                   08/03/13       13.08     28
                                   08/03/14       12.14     28
                                   08/03/15       12.66     34
                                   08/04/12       11.49     22
                                   08/04/13       13.08     18
                                   08/04/14       12.14     32
                                   08/04/15       12.66     34
                                   08/05/12       11.49     22
                                   08/05/13       13.08     34
                                   08/05/14       12.14     32
                                   08/05/15       12.66     28
                                   08/06/12       11.49     38
                                   08/06/13       13.08     32
                                   08/06/14       12.14     36
                                   08/06/15       12.66     34
                                   08/07/12       11.49     32
                                   08/07/13       13.08     26
                                   08/07/14       12.14     36
                                   08/07/15       12.66     30
                                   08/08/12       11.49     38
                                   08/08/13       13.08     30
                                   08/08/14       12.14     32
                                   08/08/15       12.66     26
                                   08/09/12       11.49     32
                                   08/09/13       13.08     32
                                   08/09/14       12.14     20
                                   08/09/15       12.66     24
                                   08/10/12       11.49     38
                                   08/10/13       13.08     20
                                   08/10/14       12.14     24
                                   08/10/15       12.66     34
                                   08/11/12       11.49     22
                                   08/11/13       13.08     20
                                   08/11/14       12.14     32
                                   08/11/15       12.66     34
                                   08/12/12       11.49     28
                                   08/12/13       13.08     34
                                   08/12/14       12.14     30
                                   08/12/15       12.66     26
                                   09/01/12       12.35     18
                                   09/01/13       10.97     30
                                   09/01/14       12.87     30
                                   09/01/15       12.19     36
                                   09/02/12       12.35     18
                                   09/02/13       10.97     34
                                   09/02/14       12.87     30
                                   09/02/15       12.19     30
                                   09/03/12       12.35     34
                                   09/03/13       10.97     38
                                   09/03/14       12.87     28
                                   09/03/15       12.19     28
                                   09/04/12       12.35     32
                                   09/04/13       10.97     32
                                   09/04/14       12.87     30
                                   09/04/15       12.19     14
                                   09/05/12       12.35     32
                                   09/05/13       10.97     32
                                   09/05/14       12.87     28
                                   09/05/15       12.19     22
                                   09/06/12       12.35     28
                                   09/06/13       10.97     38
                                   09/06/14       12.87     26
                                   09/06/15       12.19     32
                                   09/07/12       12.35     34
                                   09/07/13       10.97     22
                                   09/07/14       12.87     22
                                   09/07/15       12.19     36
                                   09/08/12       12.35     24
                                   09/08/13       10.97     26
                                   09/08/14       12.87     32
                                   09/08/15       12.19     30
                                   09/09/12       12.35     22
                                   09/09/13       10.97     40
                                   09/09/14       12.87     32
                                   09/09/15       12.19     34
                                   09/10/12       12.35     20
                                   09/10/13       10.97     38
                                   09/10/14       12.87     32
                                   09/10/15       12.19     30
                                   09/11/12       12.35     18
                                   09/11/13       10.97     32
                                   09/11/14       12.87     30
                                   09/12/12       12.35     24
                                   09/12/13       10.97     32
                                   09/12/14       12.87     30
                                   1/13/12        12.73     40
                                   1/13/13        13.13     26
                                   1/13/14        13.27     38
                                   1/13/15        11.53     38
                                   1/14/12        12.73     24
                                   1/14/13        13.13     36
                                   1/14/14        13.27     24
                                   1/14/15        11.53     42
                                   1/15/12        12.73     22
                                   1/15/13        13.13     32
                                   1/15/14        13.27     36
                                   1/15/15        11.53     36
                                   1/16/12        12.73     40
                                   1/16/13        13.13     32
                                   1/16/14        13.27     38
                                   1/16/15        11.53     32
                                   1/17/12        12.73     38
                                   1/17/13        13.13     26
                                   1/17/14        13.27     36
                                   1/17/15        11.53     24
                                   1/18/12        12.73     40
                                   1/18/13        13.13     32
                                   1/18/14        13.27     24
                                   1/18/15        11.53     20
                                   1/19/12        12.73     32
                                   1/19/13        13.13     22
                                   1/19/14        13.27     26
                                   1/19/15        11.53     38
                                   1/20/12        12.73     36
                                   1/20/13        13.13     28
                                   1/20/14        13.27     38
                                   1/20/15        11.53     30
                                   1/21/12        12.73     22
                                   1/21/13        13.13     32
                                   1/21/14        13.27     32
                                   1/21/15        11.53     36
                                   1/22/12        12.73     30
                                   1/22/13        13.13     26
                                   1/22/14        13.27     36
                                   1/22/15        11.53     30
                                   1/23/12        12.73     38
                                   1/23/13        13.13     20
                                   1/23/14        13.27     32
                                   1/23/15        11.53     32
                                   1/24/12        12.73     36
                                   1/24/13        13.13     24
                                   1/24/14        13.27     30
                                   1/24/15        11.53     20
                                   1/25/12        12.73     38
                                   1/25/13        13.13     20
                                   1/25/14        13.27     28
                                   1/25/15        11.53     24
                                   1/26/12        12.73     38
                                   1/26/13        13.13     14
                                   1/26/14        13.27     24
                                   1/26/15        11.53     38
                                   1/27/12        12.73     28
                                   1/27/13        13.13     22
                                   1/27/14        13.27     36
                                   1/27/15        11.53     36
                                   1/28/12        12.73     24
                                   1/28/13        13.13     28
                                   1/28/14        13.27     30
                                   1/28/15        11.53     38
                                   1/29/12        12.73     22
                                   1/29/13        13.13     32
                                   1/29/14        13.27     28
                                   1/29/15        11.53     34
                                   1/30/12        12.73     34
                                   1/30/13        13.13     38
                                   1/30/14        13.27     28
                                   1/30/15        11.53     36
                                   1/31/12        12.73     30
                                   1/31/13        13.13     34
                                   1/31/14        13.27     30
                                   1/31/15        11.53     16
                                   10/01/12       12.35     24
                                   10/01/13       10.97     26
                                   10/01/14       12.87     24
                                   10/02/12       12.35     18
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                                   10/21/13       10.97     34
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                                   11/01/12       12.35     30
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                                   12/06/12       12.35     34
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                                   5/13/12        11.49     28
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                                   5/27/14        12.14     32
                                   5/27/15        12.66     34
                                   5/28/12        11.49     34
                                   5/28/13        13.08     28
                                   5/28/14        12.14     28
                                   5/28/15        12.66     32
                                   5/29/12        11.49     38
                                   5/29/13        13.08     32
                                   5/29/14        12.14     32
                                   5/29/15        12.66     34
                                   5/30/12        11.49     38
                                   5/30/13        13.08     26
                                   5/30/14        12.14     34
                                   5/30/15        12.66     20
                                   5/31/12        11.49     30
                                   5/31/13        13.08     26
                                   5/31/14        12.14     24
                                   5/31/15        12.66     14
                                   6/13/12        11.49     36
                                   6/13/13        13.08     28
                                   6/13/14        12.14     28
                                   6/13/15        12.66     22
                                   6/14/12        11.49     30
                                   6/14/13        13.08     32
                                   6/14/14        12.14     28
                                   6/14/15        12.66     24
                                   6/15/12        11.49     32
                                   6/15/13        13.08     24
                                   6/15/14        12.14     22
                                   6/15/15        12.66     34
                                   6/16/12        11.49     26
                                   6/16/13        13.08     24
                                   6/16/14        12.14     36
                                   6/16/15        12.66     28
                                   6/17/12        11.49     24
                                   6/17/13        13.08     26
                                   6/17/14        12.14     34
                                   6/17/15        12.66     32
                                   6/18/12        11.49     36
                                   6/18/13        13.08     28
                                   6/18/14        12.14     34
                                   6/18/15        12.66     28
                                   6/19/12        11.49     36
                                   6/19/13        13.08     28
                                   6/19/14        12.14     36
                                   6/19/15        12.66     26
                                   6/20/12        11.49     38
                                   6/20/13        13.08     26
                                   6/20/14        12.14     30
                                   6/20/15        12.66     24
                                   6/21/12        11.49     30
                                   6/21/13        13.08     30
                                   6/21/14        12.14     28
                                   6/21/15        12.66     22
                                   6/22/12        11.49     34
                                   6/22/13        13.08     14
                                   6/22/14        12.14     24
                                   6/22/15        12.66     28
                                   6/23/12        11.49     22
                                   6/23/13        13.08     12
                                   6/23/14        12.14     34
                                   6/23/15        12.66     28
                                   6/24/12        11.49     20
                                   6/24/13        13.08     22
                                   6/24/14        12.14     28
                                   6/24/15        12.66     34
                                   6/25/12        11.49     32
                                   6/25/13        13.08     34
                                   6/25/14        12.14     32
                                   6/25/15        12.66     30
                                   6/26/12        11.49     34
                                   6/26/13        13.08     34
                                   6/26/14        12.14     36
                                   6/26/15        12.66     30
                                   6/27/12        11.49     36
                                   6/27/13        13.08     30
                                   6/27/14        12.14     32
                                   6/27/15        12.66     22
                                   6/28/12        11.49     36
                                   6/28/13        13.08     30
                                   6/28/14        12.14     28
                                   6/28/15        12.66     22
                                   6/29/12        11.49     30
                                   6/29/13        13.08     26
                                   6/29/14        12.14     22
                                   6/29/15        12.66     30
                                   6/30/12        11.49     24
                                   6/30/13        13.08     22
                                   6/30/14        12.14     28
                                   6/30/15        12.66     34
                                   7/13/12        11.49     38
                                   7/13/13        13.08     20
                                   7/13/14        12.14     24
                                   7/13/15        12.66     30
                                   7/14/12        11.49     26
                                   7/14/13        13.08     20
                                   7/14/14        12.14     32
                                   7/14/15        12.66     34
                                   7/15/12        11.49     22
                                   7/15/13        13.08     32
                                   7/15/14        12.14     34
                                   7/15/15        12.66     34
                                   7/16/12        11.49     34
                                   7/16/13        13.08     28
                                   7/16/14        12.14     30
                                   7/16/15        12.66     32
                                   7/17/12        11.49     32
                                   7/17/13        13.08     28
                                   7/17/14        12.14     32
                                   7/17/15        12.66     32
                                   7/18/12        11.49     38
                                   7/18/13        13.08     30
                                   7/18/14        12.14     32
                                   7/18/15        12.66     22
                                   7/19/12        11.49     34
                                   7/19/13        13.08     30
                                   7/19/14        12.14     22
                                   7/19/15        12.66     24
                                   7/20/12        11.49     34
                                   7/20/13        13.08     24
                                   7/20/14        12.14     26
                                   7/20/15        12.66     34
                                   7/21/12        11.49     24
                                   7/21/13        13.08     26
                                   7/21/14        12.14     32
                                   7/21/15        12.66     30
                                   7/22/12        11.49     22
                                   7/22/13        13.08     26
                                   7/22/14        12.14     36
                                   7/22/15        12.66     26
                                   7/23/12        11.49     38
                                   7/23/13        13.08     34
                                   7/23/14        12.14     28
                                   7/23/15        12.66     30
                                   7/24/12        11.49     36
                                   7/24/13        13.08     26
                                   7/24/14        12.14     28
                                   7/24/15        12.66     30
                                   7/25/12        11.49     36
                                   7/25/13        13.08     30
                                   7/25/14        12.14     34
                                   7/25/15        12.66     24
                                   7/26/12        11.49     32
                                   7/26/13        13.08     34
                                   7/26/14        12.14     20
                                   7/26/15        12.66     26
                                   7/27/12        11.49     36
                                   7/27/13        13.08     22
                                   7/27/14        12.14     26
                                   7/27/15        12.66     32
                                   7/28/12        11.49     26
                                   7/28/13        13.08     26
                                   7/28/14        12.14     36
                                   7/28/15        12.66     32
                                   7/29/12        11.49     28
                                   7/29/13        13.08     26
                                   7/29/14        12.14     34
                                   7/29/15        12.66     34
                                   7/30/12        11.49     34
                                   7/30/13        13.08     34
                                   7/30/14        12.14     36
                                   7/30/15        12.66     32
                                   7/31/12        11.49     34
                                   7/31/13        13.08     34
                                   7/31/14        12.14     34
                                   7/31/15        12.66     30
                                   8/13/12        11.49     30
                                   8/13/13        13.08     34
                                   8/13/14        12.14     32
                                   8/13/15        12.19     34
                                   8/14/12        11.49     38
                                   8/14/13        13.08     30
                                   8/14/14        12.14     34
                                   8/14/15        12.19     34
                                   8/15/12        11.49     38
                                   8/15/13        13.08     30
                                   8/15/14        12.14     30
                                   8/15/15        12.19     28
                                   8/16/12        11.49     30
                                   8/16/13        13.08     30
                                   8/16/14        12.14     28
                                   8/16/15        12.19     20
                                   8/17/12        11.49     30
                                   8/17/13        13.08     22
                                   8/17/14        12.14     24
                                   8/17/15        12.19     36
                                   8/18/12        11.49     24
                                   8/18/13        13.08     20
                                   8/18/14        12.87     34
                                   8/18/15        12.19     32
                                   8/19/12        11.49     26
                                   8/19/13        13.08     34
                                   8/19/14        12.87     34
                                   8/19/15        12.19     34
                                   8/20/12        11.49     38
                                   8/20/13        13.08     32
                                   8/20/14        12.87     26
                                   8/20/15        12.19     30
                                   8/21/12        11.49     36
                                   8/21/13        13.08     28
                                   8/21/14        12.87     34
                                   8/21/15        12.19     30
                                   8/22/12        11.49     36
                                   8/22/13        13.08     30
                                   8/22/14        12.87     26
                                   8/22/15        12.19     20
                                   8/23/12        11.49     32
                                   8/23/13        10.97     40
                                   8/23/14        12.87     18
                                   8/23/15        12.19     26
                                   8/24/12        11.49     38
                                   8/24/13        10.97     30
                                   8/24/14        12.87     26
                                   8/24/15        12.19     36
                                   8/25/12        11.49     20
                                   8/25/13        10.97     26
                                   8/25/14        12.87     28
                                   8/25/15        12.19     34
                                   8/26/12        11.49     26
                                   8/26/13        10.97     36
                                   8/26/14        12.87     34
                                   8/26/15        12.19     36
                                   8/27/12        11.49     32
                                   8/27/13        10.97     36
                                   8/27/14        12.87     30
                                   8/27/15        12.19     28
                                   8/28/12        11.49     38
                                   8/28/13        10.97     38
                                   8/28/14        12.87     26
                                   8/28/15        12.19     32
                                   8/29/12        12.35     36
                                   8/29/13        10.97     44
                                   8/29/14        12.87     30
                                   8/29/15        12.19     24
                                   8/30/12        12.35     30
                                   8/30/13        10.97     38
                                   8/30/14        12.87     22
                                   8/30/15        12.19     22
                                   8/31/12        12.35     28
                                   8/31/13        10.97     22
                                   8/31/14        12.87     18
                                   8/31/15        12.19     36
                                   9/13/12        12.35     28
                                   9/13/13        10.97     34
                                   9/13/14        12.87     18
                                   9/14/12        12.35     28
                                   9/14/13        10.97     28
                                   9/14/14        12.87     22
                                   9/15/12        12.35     24
                                   9/15/13        10.97     30
                                   9/15/14        12.87     32
                                   9/16/12        12.35     26
                                   9/16/13        10.97     38
                                   9/16/14        12.87     32
                                   9/17/12        12.35     28
                                   9/17/13        10.97     40
                                   9/17/14        12.87     34
                                   9/18/12        12.35     32
                                   9/18/13        10.97     36
                                   9/18/14        12.87     34
                                   9/19/12        12.35     34
                                   9/19/13        10.97     36
                                   9/19/14        12.87     18
                                   9/20/12        12.35     34
                                   9/20/13        10.97     32
                                   9/20/14        12.87     16
                                   9/21/12        12.35     36
                                   9/21/13        10.97     26
                                   9/21/14        12.87     16
                                   9/22/12        12.35     20
                                   9/22/13        10.97     28
                                   9/22/14        12.87     34
                                   9/23/12        12.35     24
                                   9/23/13        10.97     40
                                   9/23/14        12.87     28
                                   9/24/12        12.35     34
                                   9/24/13        10.97     40
                                   9/24/14        12.87     32
                                   9/25/12        12.35     30
                                   9/25/13        10.97     34
                                   9/25/14        12.87     32
                                   9/26/12        12.35     28
                                   9/26/13        10.97     38
                                   9/26/14        12.87     26
                                   9/27/12        12.35     28
                                   9/27/13        10.97     40
                                   9/27/14        12.87     22
                                   9/28/12        12.35     34
                                   9/28/13        10.97     22
                                   9/28/14        12.87     24
                                   9/29/12        12.35     26
                                   9/29/13        10.97     24
                                   9/29/14        12.87     26
                                   9/30/12        12.35     22
                                   9/30/13        10.97     30
                                   9/30/14        12.87     30
2052     2              BURGER     01/01/12       12.75     18
                                   01/01/13       12.64     16
                                   01/01/14       11.96     20
                                   01/01/15       11.45     20
                                   01/02/12       12.75     16
                                   01/02/13       12.64     16
                                   01/02/14       11.96     22
                                   01/02/15       11.45     22
                                   01/03/12       12.75     12
                                   01/03/13       12.64     14
                                   01/03/14       11.96     20
                                   01/03/15       11.45     16
                                   01/04/12       12.75     24
                                   01/04/13       12.64     28
                                   01/04/14       11.96     20
                                   01/04/15       11.45     14
                                   01/05/12       12.75     24
                                   01/05/13       12.64     16
                                   01/05/14       11.96     20
                                   01/05/15       11.45     22
                                   01/06/12       12.75     20
                                   01/06/13       12.64     16
                                   01/06/14       11.96     30
                                   01/06/15       11.45     22
                                   01/07/12       12.75     18
                                   01/07/13       12.64     24
                                   01/07/14       11.96     24
                                   01/07/15       11.45     20
                                   01/08/12       12.75     18
                                   01/08/13       12.64     20
                                   01/08/14       11.96     26
                                   01/08/15       11.45     30
                                   01/09/12       12.75     24
                                   01/09/13       12.64     26
                                   01/09/14       11.96     22
                                   01/09/15       11.45     26
                                   01/10/12       12.75     28
                                   01/10/13       12.64     24
                                   01/10/14       11.96     30
                                   01/10/15       11.45     20
                                   01/11/12       12.75     26
                                   01/11/13       12.64     24
                                   01/11/14       11.96     24
                                   01/11/15       11.45     22
                                   01/12/12       12.75     26
                                   01/12/13       12.64     18
                                   01/12/14       11.96     24
                                   01/12/15       11.45     28
                                   02/01/12       12.75     20
                                   02/01/13       12.64     24
                                   02/01/14       11.96     20
                                   02/01/15       11.45     14
                                   02/02/12       12.75     18
                                   02/02/13       12.64     14
                                   02/02/14       11.96     16
                                   02/02/15       11.45     16
                                   02/03/12       12.75     16
                                   02/03/13       12.64     20
                                   02/03/14       11.96     22
                                   02/03/15       11.45     18
                                   02/04/12       12.75     16
                                   02/04/13       12.64     22
                                   02/04/14       11.96     28
                                   02/04/15       11.45     16
                                   02/05/12       12.75      8
                                   02/05/13       12.64     20
                                   02/05/14       11.96     28
                                   02/05/15       11.45     22
                                   02/06/12       12.75     12
                                   02/06/13       12.64     22
                                   02/06/14       11.96     24
                                   02/06/15       11.45     18
                                   02/07/12       12.75     18
                                   02/07/13       12.64     20
                                   02/07/14       11.96     30
                                   02/07/15       11.45     16
                                   02/08/12       12.75     16
                                   02/08/13       12.64     22
                                   02/08/14       11.96     20
                                   02/08/15       11.45     20
                                   02/09/12       12.75     16
                                   02/09/13       12.64     16
                                   02/09/14       11.96     10
                                   02/09/15       11.45     24
                                   02/10/12       12.75     20
                                   02/10/13       12.64     16
                                   02/10/14       11.96     20
                                   02/10/15       11.45     24
                                   02/11/12       12.75     14
                                   02/11/13       12.64     26
                                   02/11/14       11.96     16
                                   02/11/15       11.45     30
                                   02/12/12       12.75     16
                                   02/12/13       12.64     24
                                   02/12/14       11.96     16
                                   02/12/15       11.45     28
                                   03/01/12       12.75     20
                                   03/01/13       13.13     56
                                                  13.41     80
                                   03/01/14       11.96     12
                                   03/01/15       11.45     16
                                   03/02/12       12.75     24
                                   03/02/13       12.64     20
                                   03/02/14       11.96     18
                                   03/02/15       11.45     20
                                   03/03/12       12.75     12
                                   03/03/13       12.64     20
                                   03/03/14       11.96     24
                                   03/03/15       11.45     22
                                   03/04/12       12.75     18
                                   03/04/13       12.64     20
                                   03/04/14       11.96     24
                                   03/04/15       11.45     22
                                   03/05/12       12.75     22
                                   03/05/13       12.64     24
                                   03/05/14       11.96     24
                                   03/05/15       11.45     26
                                   03/06/12       12.75     16
                                   03/06/13       12.64     22
                                   03/06/14       11.96     18
                                   03/06/15       11.45     24
                                   03/07/12       12.75     24
                                   03/07/13       12.64     18
                                   03/07/14       11.96     26
                                   03/07/15       11.45     22
                                   03/08/12       12.75     20
                                   03/08/13       12.64     20
                                   03/08/14       11.96     14
                                   03/08/15       11.45     20
                                   03/09/12       12.75     20
                                   03/09/13       12.64     18
                                   03/09/14       11.96     16
                                   03/09/15       11.45     24
                                   03/10/12       12.75     18
                                   03/10/13       12.64     18
                                   03/10/14       11.96     26
                                   03/10/15       11.45     24
                                   03/11/12       12.75     18
                                   03/11/13       12.64     22
                                   03/11/14       11.96     20
                                   03/11/15       11.45     28
                                   03/12/12       12.75     20
                                   03/12/13       12.64     16
                                   03/12/14       11.96     26
                                   03/12/15       11.45     28
                                   04/01/12       12.75     18
                                   04/01/13       12.64     18
                                   04/01/14       11.96     20
                                   04/01/15       11.45     20
                                   04/02/12       12.75     18
                                   04/02/13       12.64     12
                                   04/02/14       11.96     24
                                   04/02/15       11.45     26
                                   04/03/12       12.75     20
                                   04/03/13       12.64     20
                                   04/03/14       11.96     22
                                   04/03/15       11.45     28
                                   04/04/12       12.75     16
                                   04/04/13       12.64     14
                                   04/04/14       11.96     16
                                   04/04/15       11.45     16
                                   04/05/12       12.75     12
                                   04/05/13       12.64     20
                                   04/05/14       11.96     16
                                   04/05/15       11.45     10
                                   04/06/12       12.75     22
                                   04/06/13       12.64     16
                                   04/06/14       11.96     14
                                   04/06/15       11.45     20
                                   04/07/12       12.75     20
                                   04/07/13       12.64     12
                                   04/07/14       11.96     22
                                   04/07/15       11.45     22
                                   04/08/12       12.75     16
                                   04/08/13       12.64     20
                                   04/08/14       11.96     18
                                   04/08/15       11.45     26
                                   04/09/12       12.75     16
                                   04/09/13       12.64     20
                                   04/09/14       11.96     24
                                   04/09/15       11.45     26
                                   04/10/12       12.75     18
                                   04/10/13       12.64     16
                                   04/10/14       11.96     22
                                   04/10/15       11.45     24
                                   04/11/12       12.75     16
                                   04/11/13       12.64     16
                                   04/11/14       11.96     20
                                   04/11/15       11.45     22
                                   04/12/12       12.75     24
                                   04/12/13       12.64     16
                                   04/12/14       11.96     12
                                   04/12/15       11.45     16
                                   05/01/12       11.36     22
                                   05/01/13       12.72     18
                                   05/01/14       11.34     20
                                   05/01/15       12.26     18
                                   05/02/12       11.36     20
                                   05/02/13       12.72     24
                                   05/02/14       11.34     28
                                   05/02/15       12.26     14
                                   05/03/12       11.36     26
                                   05/03/13       12.72     22
                                   05/03/14       11.34     16
                                   05/03/15       12.26      8
                                   05/04/12       11.36     26
                                   05/04/13       12.72     16
                                   05/04/14       11.34     16
                                   05/04/15       12.26     26
                                   05/05/12       11.36     16
                                   05/05/13       12.72     12
                                   05/05/14       11.34     22
                                   05/05/15       12.26     18
                                   05/06/12       11.36     20
                                   05/06/13       12.72     24
                                   05/06/14       11.34     20
                                   05/06/15       12.26     20
                                   05/07/12       11.36     26
                                   05/07/13       12.72     16
                                   05/07/14       11.34     20
                                   05/07/15       12.26     20
                                   05/08/12       11.36     20
                                   05/08/13       12.72     20
                                   05/08/14       11.34     26
                                   05/08/15       12.26     20
                                   05/09/12       11.36     24
                                   05/09/13       12.72     24
                                   05/09/14       11.34     26
                                   05/09/15       12.26     14
                                   05/10/12       11.36     22
                                   05/10/13       12.72     20
                                   05/10/14       11.34     22
                                   05/10/15       12.26     18
                                   05/11/12       11.36     24
                                   05/11/13       12.72     14
                                   05/11/14       11.34     14
                                   05/11/15       12.26     22
                                   05/12/12       11.36     22
                                   05/12/13       12.72     14
                                   05/12/14       11.34     28
                                   05/12/15       12.26     24
                                   06/01/12       11.36     28
                                   06/01/13       12.72     16
                                   06/01/14       11.34     14
                                   06/01/15       12.26     20
                                   06/02/12       11.36     16
                                   06/02/13       12.72     14
                                   06/02/14       11.34     28
                                   06/02/15       12.26     18
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                                   07/02/14       11.34     22
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                                   07/03/12       11.36     28
                                   07/03/13       12.72     20
                                   07/03/14       11.34     20
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                                   07/04/12       11.36     26
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                                   07/04/14       11.34     24
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                                   08/01/14       11.34     24
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                                   08/02/13       12.72     28
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                                   08/09/12       11.36     28
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                                   1/13/12        12.75     26
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                                   10/01/12       12.49     20
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                                   11/27/12       12.49     18
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                                   12/27/12       12.64     18
                                   12/27/13       11.96     26
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                                   2/13/12        12.75     16
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                                   2/15/12        12.75     16
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                                   3/22/14        11.96     20
                                   3/22/15        11.45     16
                                   3/23/12        12.75     24
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                                   3/24/12        12.75     12
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                                   3/31/12        12.75     18
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                                   4/13/12        12.75     18
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                                   5/13/12        11.36     14
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                                   5/31/15        12.26      8
                                   6/13/12        11.36     20
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                                   7/24/12        11.36     28
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                                   7/27/12        11.36     28
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                                   8/13/12        11.36     20
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                                   9/26/13        10.12     26
                                   9/26/14        12.85     18
                                   9/27/12        12.49     18
                                   9/27/13        10.12     28
                                   9/27/14        12.85     18
                                   9/28/12        12.49     18
                                   9/28/13        10.12     20
                                   9/28/14        12.85     18
                                   9/29/12        12.49     12
                                   9/29/13        10.12     16
                                   9/29/14        12.85     20
                                   9/30/12        12.49     20
                                   9/30/13        10.12     24
                                   9/30/14        12.85     20
                        LEMONADE   01/01/12       12.75     18
                                   01/01/13       12.64     16
                                   01/01/14       11.96     20
                                   01/01/15       11.45     20
                                   01/02/12       12.75     16
                                   01/02/13       12.64     16
                                   01/02/14       11.96     22
                                   01/02/15       11.45     22
                                   01/03/12       12.75     12
                                   01/03/13       12.64     14
                                   01/03/14       11.96     20
                                   01/03/15       11.45     16
                                   01/04/12       12.75     24
                                   01/04/13       12.64     28
                                   01/04/14       11.96     20
                                   01/04/15       11.45     14
                                   01/05/12       12.75     24
                                   01/05/13       12.64     16
                                   01/05/14       11.96     20
                                   01/05/15       11.45     22
                                   01/06/12       12.75     20
                                   01/06/13       12.64     16
                                   01/06/14       11.96     30
                                   01/06/15       11.45     22
                                   01/07/12       12.75     18
                                   01/07/13       12.64     24
                                   01/07/14       11.96     24
                                   01/07/15       11.45     20
                                   01/08/12       12.75     18
                                   01/08/13       12.64     20
                                   01/08/14       11.96     26
                                   01/08/15       11.45     30
                                   01/09/12       12.75     24
                                   01/09/13       12.64     26
                                   01/09/14       11.96     22
                                   01/09/15       11.45     26
                                   01/10/12       12.75     28
                                   01/10/13       12.64     24
                                   01/10/14       11.96     30
                                   01/10/15       11.45     20
                                   01/11/12       12.75     26
                                   01/11/13       12.64     24
                                   01/11/14       11.96     24
                                   01/11/15       11.45     22
                                   01/12/12       12.75     26
                                   01/12/13       12.64     18
                                   01/12/14       11.96     24
                                   01/12/15       11.45     28
                                   02/01/12       12.75     20
                                   02/01/13       12.64     24
                                   02/01/14       11.96     20
                                   02/01/15       11.45     14
                                   02/02/12       12.75     18
                                   02/02/13       12.64     14
                                   02/02/14       11.96     16
                                   02/02/15       11.45     16
                                   02/03/12       12.75     16
                                   02/03/13       12.64     20
                                   02/03/14       11.96     22
                                   02/03/15       11.45     18
                                   02/04/12       12.75     16
                                   02/04/13       12.64     22
                                   02/04/14       11.96     28
                                   02/04/15       11.45     16
                                   02/05/12       12.75      8
                                   02/05/13       12.64     20
                                   02/05/14       11.96     28
                                   02/05/15       11.45     22
                                   02/06/12       12.75     12
                                   02/06/13       12.64     22
                                   02/06/14       11.96     24
                                   02/06/15       11.45     18
                                   02/07/12       12.75     18
                                   02/07/13       12.64     20
                                   02/07/14       11.96     30
                                   02/07/15       11.45     16
                                   02/08/12       12.75     16
                                   02/08/13       12.64     22
                                   02/08/14       11.96     20
                                   02/08/15       11.45     20
                                   02/09/12       12.75     16
                                   02/09/13       12.64     16
                                   02/09/14       11.96     10
                                   02/09/15       11.45     24
                                   02/10/12       12.75     20
                                   02/10/13       12.64     16
                                   02/10/14       11.96     20
                                   02/10/15       11.45     24
                                   02/11/12       12.75     14
                                   02/11/13       12.64     26
                                   02/11/14       11.96     16
                                   02/11/15       11.45     30
                                   02/12/12       12.75     16
                                   02/12/13       12.64     24
                                   02/12/14       11.96     16
                                   02/12/15       11.45     28
                                   03/01/12       12.75     20
                                   03/01/13       13.13     56
                                                  13.41     80
                                   03/01/14       11.96     12
                                   03/01/15       11.45     16
                                   03/02/12       12.75     24
                                   03/02/13       12.64     20
                                   03/02/14       11.96     18
                                   03/02/15       11.45     20
                                   03/03/12       12.75     12
                                   03/03/13       12.64     20
                                   03/03/14       11.96     24
                                   03/03/15       11.45     22
                                   03/04/12       12.75     18
                                   03/04/13       12.64     20
                                   03/04/14       11.96     24
                                   03/04/15       11.45     22
                                   03/05/12       12.75     22
                                   03/05/13       12.64     24
                                   03/05/14       11.96     24
                                   03/05/15       11.45     26
                                   03/06/12       12.75     16
                                   03/06/13       12.64     22
                                   03/06/14       11.96     18
                                   03/06/15       11.45     24
                                   03/07/12       12.75     24
                                   03/07/13       12.64     18
                                   03/07/14       11.96     26
                                   03/07/15       11.45     22
                                   03/08/12       12.75     20
                                   03/08/13       12.64     20
                                   03/08/14       11.96     14
                                   03/08/15       11.45     20
                                   03/09/12       12.75     20
                                   03/09/13       12.64     18
                                   03/09/14       11.96     16
                                   03/09/15       11.45     24
                                   03/10/12       12.75     18
                                   03/10/13       12.64     18
                                   03/10/14       11.96     26
                                   03/10/15       11.45     24
                                   03/11/12       12.75     18
                                   03/11/13       12.64     22
                                   03/11/14       11.96     20
                                   03/11/15       11.45     28
                                   03/12/12       12.75     20
                                   03/12/13       12.64     16
                                   03/12/14       11.96     26
                                   03/12/15       11.45     28
                                   04/01/12       12.75     18
                                   04/01/13       12.64     18
                                   04/01/14       11.96     20
                                   04/01/15       11.45     20
                                   04/02/12       12.75     18
                                   04/02/13       12.64     12
                                   04/02/14       11.96     24
                                   04/02/15       11.45     26
                                   04/03/12       12.75     20
                                   04/03/13       12.64     20
                                   04/03/14       11.96     22
                                   04/03/15       11.45     28
                                   04/04/12       12.75     16
                                   04/04/13       12.64     14
                                   04/04/14       11.96     16
                                   04/04/15       11.45     16
                                   04/05/12       12.75     12
                                   04/05/13       12.64     20
                                   04/05/14       11.96     16
                                   04/05/15       11.45     10
                                   04/06/12       12.75     22
                                   04/06/13       12.64     16
                                   04/06/14       11.96     14
                                   04/06/15       11.45     20
                                   04/07/12       12.75     20
                                   04/07/13       12.64     12
                                   04/07/14       11.96     22
                                   04/07/15       11.45     22
                                   04/08/12       12.75     16
                                   04/08/13       12.64     20
                                   04/08/14       11.96     18
                                   04/08/15       11.45     26
                                   04/09/12       12.75     16
                                   04/09/13       12.64     20
                                   04/09/14       11.96     24
                                   04/09/15       11.45     26
                                   04/10/12       12.75     18
                                   04/10/13       12.64     16
                                   04/10/14       11.96     22
                                   04/10/15       11.45     24
                                   04/11/12       12.75     16
                                   04/11/13       12.64     16
                                   04/11/14       11.96     20
                                   04/11/15       11.45     22
                                   04/12/12       12.75     24
                                   04/12/13       12.64     16
                                   04/12/14       11.96     12
                                   04/12/15       11.45     16
                                   05/01/12       11.36     22
                                   05/01/13       12.72     18
                                   05/01/14       11.34     20
                                   05/01/15       12.26     18
                                   05/02/12       11.36     20
                                   05/02/13       12.72     24
                                   05/02/14       11.34     28
                                   05/02/15       12.26     14
                                   05/03/12       11.36     26
                                   05/03/13       12.72     22
                                   05/03/14       11.34     16
                                   05/03/15       12.26      8
                                   05/04/12       11.36     26
                                   05/04/13       12.72     16
                                   05/04/14       11.34     16
                                   05/04/15       12.26     26
                                   05/05/12       11.36     16
                                   05/05/13       12.72     12
                                   05/05/14       11.34     22
                                   05/05/15       12.26     18
                                   05/06/12       11.36     20
                                   05/06/13       12.72     24
                                   05/06/14       11.34     20
                                   05/06/15       12.26     20
                                   05/07/12       11.36     26
                                   05/07/13       12.72     16
                                   05/07/14       11.34     20
                                   05/07/15       12.26     20
                                   05/08/12       11.36     20
                                   05/08/13       12.72     20
                                   05/08/14       11.34     26
                                   05/08/15       12.26     20
                                   05/09/12       11.36     24
                                   05/09/13       12.72     24
                                   05/09/14       11.34     26
                                   05/09/15       12.26     14
                                   05/10/12       11.36     22
                                   05/10/13       12.72     20
                                   05/10/14       11.34     22
                                   05/10/15       12.26     18
                                   05/11/12       11.36     24
                                   05/11/13       12.72     14
                                   05/11/14       11.34     14
                                   05/11/15       12.26     22
                                   05/12/12       11.36     22
                                   05/12/13       12.72     14
                                   05/12/14       11.34     28
                                   05/12/15       12.26     24
                                   06/01/12       11.36     28
                                   06/01/13       12.72     16
                                   06/01/14       11.34     14
                                   06/01/15       12.26     20
                                   06/02/12       11.36     16
                                   06/02/13       12.72     14
                                   06/02/14       11.34     28
                                   06/02/15       12.26     18
                                   06/03/12       11.36     20
                                   06/03/13       12.72     24
                                   06/03/14       11.34     26
                                   06/03/15       12.26     20
                                   06/04/12       11.36     16
                                   06/04/13       12.72     22
                                   06/04/14       11.34     24
                                   06/04/15       12.26     22
                                   06/05/12       11.36     14
                                   06/05/13       12.72     24
                                   06/05/14       11.34     26
                                   06/05/15       12.26     22
                                   06/06/12       11.36     20
                                   06/06/13       12.72     20
                                   06/06/14       11.34     28
                                   06/06/15       12.26     14
                                   06/07/12       11.36     22
                                   06/07/13       12.72     20
                                   06/07/14       11.34     20
                                   06/07/15       12.26     16
                                   06/08/12       11.36     22
                                   06/08/13       12.72     18
                                   06/08/14       11.34     14
                                   06/08/15       12.26     26
                                   06/09/12       11.36     16
                                   06/09/13       12.72     16
                                   06/09/14       11.34     20
                                   06/09/15       12.26     26
                                   06/10/12       11.36     14
                                   06/10/13       12.72     24
                                   06/10/14       11.34     18
                                   06/10/15       12.26     24
                                   06/11/12       11.36     20
                                   06/11/13       12.72     16
                                   06/11/14       11.34     22
                                   06/11/15       12.26     18
                                   06/12/12       11.36     20
                                   06/12/13       12.72     16
                                   06/12/14       11.34     14
                                   06/12/15       12.26     18
                                   07/01/12       11.36     20
                                   07/01/13       12.72     22
                                   07/01/14       11.34     20
                                   07/01/15       12.26     26
                                   07/02/12       11.36     22
                                   07/02/13       12.72     18
                                   07/02/14       11.34     22
                                   07/02/15       12.26     20
                                   07/03/12       11.36     28
                                   07/03/13       12.72     20
                                   07/03/14       11.34     20
                                   07/03/15       12.26     20
                                   07/04/12       11.36     26
                                   07/04/13       12.72     22
                                   07/04/14       11.34     24
                                   07/04/15       12.26     16
                                   07/05/12       11.36     20
                                   07/05/13       12.72     16
                                   07/05/14       11.34     14
                                   07/05/15       12.26     16
                                   07/06/12       11.36     22
                                   07/06/13       12.72     20
                                   07/06/14       11.34     14
                                   07/06/15       12.26     26
                                   07/07/12       11.36     18
                                   07/07/13       12.72     20
                                   07/07/14       11.34     24
                                   07/07/15       12.26     24
                                   07/08/12       11.36     16
                                   07/08/13       12.72     16
                                   07/08/14       11.34     26
                                   07/08/15       12.26     24
                                   07/09/12       11.36     22
                                   07/09/13       12.72     20
                                   07/09/14       11.34     22
                                   07/09/15       12.26     20
                                   07/10/12       11.36     20
                                   07/10/13       12.72     18
                                   07/10/14       11.34     28
                                   07/10/15       12.26     24
                                   07/11/12       11.36     24
                                   07/11/13       12.72     24
                                   07/11/14       11.34     28
                                   07/11/15       12.26     14
                                   07/12/12       11.36     24
                                   07/12/13       12.72     18
                                   07/12/14       11.34     22
                                   07/12/15       12.26     16
                                   08/01/12       11.36     24
                                   08/01/13       12.72     16
                                   08/01/14       11.34     24
                                   08/01/15       12.26     14
                                   08/02/12       11.36     22
                                   08/02/13       12.72     28
                                   08/02/14       11.34     22
                                   08/02/15       12.26     12
                                   08/03/12       11.36     24
                                   08/03/13       12.72     14
                                   08/03/14       11.34     22
                                   08/03/15       12.26     20
                                   08/04/12       11.36     22
                                   08/04/13       12.72     16
                                   08/04/14       11.34     26
                                   08/04/15       12.26     18
                                   08/05/12       11.36     22
                                   08/05/13       12.72     20
                                   08/05/14       11.34     28
                                   08/05/15       12.26     22
                                   08/06/12       11.36     28
                                   08/06/13       12.72     18
                                   08/06/14       11.34     20
                                   08/06/15       12.26     20
                                   08/07/12       11.36     22
                                   08/07/13       12.72     18
                                   08/07/14       11.34     24
                                   08/07/15       12.26     24
                                   08/08/12       11.36     24
                                   08/08/13       12.72     22
                                   08/08/14       11.34     24
                                   08/08/15       12.26     16
                                   08/09/12       11.36     28
                                   08/09/13       12.72     24
                                   08/09/14       11.34     16
                                   08/09/15       12.26     14
                                   08/10/12       11.36     24
                                   08/10/13       12.72     12
                                   08/10/14       11.34     16
                                   08/10/15       12.26     20
                                   08/11/12       11.36     14
                                   08/11/13       12.72     20
                                   08/11/14       11.34     26
                                   08/11/15       12.26     24
                                   08/12/12       11.36     20
                                   08/12/13       12.72     16
                                   08/12/14       11.34     22
                                   08/12/15       12.26     18
                                   09/01/12       12.49     20
                                   09/01/13       10.12     24
                                   09/01/14       12.85     18
                                   09/01/15       11.50     20
                                   09/02/12       12.49     14
                                   09/02/13       10.12     22
                                   09/02/14       12.85     20
                                   09/02/15       11.50     24
                                   09/03/12       12.49     18
                                   09/03/13       10.12     26
                                   09/03/14       12.85     22
                                   09/03/15       11.50     16
                                   09/04/12       12.49     24
                                   09/04/13       10.12     24
                                   09/04/14       12.85     20
                                   09/04/15       11.50     14
                                   09/05/12       12.49     16
                                   09/05/13       10.12     30
                                   09/05/14       12.85     16
                                   09/05/15       11.50     20
                                   09/06/12       12.49     22
                                   09/06/13       10.12     22
                                   09/06/14       12.85     18
                                   09/06/15       11.50     26
                                   09/07/12       12.49     24
                                   09/07/13       10.12     20
                                   09/07/14       12.85     12
                                   09/07/15       11.50     20
                                   09/08/12       12.49     14
                                   09/08/13       10.12     22
                                   09/08/14       12.85     20
                                   09/08/15       11.50     26
                                   09/09/12       12.49     18
                                   09/09/13       10.12     24
                                   09/09/14       12.85     16
                                   09/09/15       11.50     18
                                   09/10/12       12.49     16
                                   09/10/13       10.12     24
                                   09/10/14       12.85     18
                                   09/10/15       11.50     18
                                   09/11/12       12.49     20
                                   09/11/13       10.12     22
                                   09/11/14       12.85     20
                                   09/12/12       12.49     20
                                   09/12/13       10.12     22
                                   09/12/14       12.85     16
                                   1/13/12        12.75     26
                                   1/13/13        12.64     18
                                   1/13/14        11.96     24
                                   1/13/15        11.45     28
                                   1/14/12        12.75     20
                                   1/14/13        12.64     26
                                   1/14/14        11.96     26
                                   1/14/15        11.45     30
                                   1/15/12        12.75     18
                                   1/15/13        12.64     26
                                   1/15/14        11.96     26
                                   1/15/15        11.45     28
                                   1/16/12        12.75     28
                                   1/16/13        12.64     24
                                   1/16/14        11.96     26
                                   1/16/15        11.45     22
                                   1/17/12        12.75     22
                                   1/17/13        12.64     22
                                   1/17/14        11.96     24
                                   1/17/15        11.45     22
                                   1/18/12        12.75     24
                                   1/18/13        12.64     20
                                   1/18/14        11.96     18
                                   1/18/15        11.45     22
                                   1/19/12        12.75     24
                                   1/19/13        12.64     18
                                   1/19/14        11.96     16
                                   1/19/15        11.45     22
                                   1/20/12        12.75     22
                                   1/20/13        12.64     14
                                   1/20/14        11.96     22
                                   1/20/15        11.45     28
                                   1/21/12        12.75     22
                                   1/21/13        12.64     26
                                   1/21/14        11.96     28
                                   1/21/15        11.45     30
                                   1/22/12        12.75     16
                                   1/22/13        12.64     18
                                   1/22/14        11.96     24
                                   1/22/15        11.45     24
                                   1/23/12        12.75     20
                                   1/23/13        12.64     18
                                   1/23/14        11.96     24
                                   1/23/15        11.45     22
                                   1/24/12        12.75     26
                                   1/24/13        12.64     20
                                   1/24/14        11.96     30
                                   1/24/15        11.45     20
                                   1/25/12        12.75     26
                                   1/25/13        12.64     20
                                   1/25/14        11.96     20
                                   1/25/15        11.45     18
                                   1/26/12        12.75     26
                                   1/26/13        12.64     16
                                   1/26/14        11.96     22
                                   1/26/15        11.45     20
                                   1/27/12        12.75     18
                                   1/27/13        12.64     14
                                   1/27/14        11.96     24
                                   1/27/15        11.45     22
                                   1/28/12        12.75     14
                                   1/28/13        12.64     14
                                   1/28/14        11.96     24
                                   1/28/15        11.45     20
                                   1/29/12        12.75     14
                                   1/29/13        12.64     28
                                   1/29/14        11.96     22
                                   1/29/15        11.45     20
                                   1/30/12        12.75     22
                                   1/30/13        12.64     28
                                   1/30/14        11.96     18
                                   1/30/15        11.45     26
                                   1/31/12        12.75     16
                                   1/31/13        12.64     24
                                   1/31/14        11.96     18
                                   1/31/15        11.45     16
                                   10/01/12       12.49     20
                                   10/01/13       10.12     20
                                   10/01/14       12.85     18
                                   10/02/12       12.49     12
                                   10/02/13       10.12     16
                                   10/02/14       12.85     14
                                   10/03/12       12.49     16
                                   10/03/13       10.12     24
                                   10/03/14       12.85     18
                                   10/04/12       12.49     12
                                   10/04/13       10.12     16
                                   10/04/14       12.85     12
                                   10/05/12       12.49     16
                                   10/05/13       10.12     18
                                   10/05/14       12.85     14
                                   10/06/12       12.49     10
                                   10/06/13       10.12     18
                                   10/06/14       12.85     14
                                   10/07/12       12.49     10
                                   10/07/13       10.12     22
                                   10/07/14       12.85     18
                                   10/08/12       12.49     20
                                   10/08/13       10.12     22
                                   10/08/14       12.85     26
                                   10/09/12       12.49     18
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                                   2/13/12        12.75     16
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                                   4/13/12        12.75     18
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                                   5/13/12        11.36     14
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                                   6/13/12        11.36     20
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                                   6/13/15        12.26     14
                                   6/14/12        11.36     20
                                   6/14/13        12.72     22
                                   6/14/14        11.34     14
                                   6/14/15        12.26     18
                                   6/15/12        11.36     20
                                   6/15/13        12.72     18
                                   6/15/14        11.34     22
                                   6/15/15        12.26     22
                                   6/16/12        11.36     14
                                   6/16/13        12.72     16
                                   6/16/14        11.34     24
                                   6/16/15        12.26     26
                                   6/17/12        11.36     18
                                   6/17/13        12.72     22
                                   6/17/14        11.34     22
                                   6/17/15        12.26     20
                                   6/18/12        11.36     26
                                   6/18/13        12.72     22
                                   6/18/14        11.34     26
                                   6/18/15        12.26     24
                                   6/19/12        11.36     26
                                   6/19/13        12.72     16
                                   6/19/14        11.34     24
                                   6/19/15        12.26     22
                                   6/20/12        11.36     28
                                   6/20/13        12.72     20
                                   6/20/14        11.34     28
                                   6/20/15        12.26     18
                                   6/21/12        11.36     20
                                   6/21/13        12.72     22
                                   6/21/14        11.34     14
                                   6/21/15        12.26     20
                                   6/22/12        11.36     26
                                   6/22/13        12.72     12
                                   6/22/14        11.34     14
                                   6/22/15        12.26     20
                                   6/23/12        11.36     14
                                   6/23/13        12.72     12
                                   6/23/14        11.34     24
                                   6/23/15        12.26     18
                                   6/24/12        11.36     16
                                   6/24/13        12.72     20
                                   6/24/14        11.34     24
                                   6/24/15        12.26     22
                                   6/25/12        11.36     24
                                   6/25/13        12.72     24
                                   6/25/14        11.34     26
                                   6/25/15        12.26     22
                                   6/26/12        11.36     22
                                   6/26/13        12.72     18
                                   6/26/14        11.34     22
                                   6/26/15        12.26     24
                                   6/27/12        11.36     26
                                   6/27/13        12.72     22
                                   6/27/14        11.34     28
                                   6/27/15        12.26     20
                                   6/28/12        11.36     26
                                   6/28/13        12.72     22
                                   6/28/14        11.34     20
                                   6/28/15        12.26     12
                                   6/29/12        11.36     20
                                   6/29/13        12.72     12
                                   6/29/14        11.34     14
                                   6/29/15        12.26     24
                                   6/30/12        11.36     20
                                   6/30/13        12.72     12
                                   6/30/14        11.34     26
                                   6/30/15        12.26     24
                                   7/13/12        11.36     26
                                   7/13/13        12.72     14
                                   7/13/14        11.34     16
                                   7/13/15        12.26     20
                                   7/14/12        11.36     14
                                   7/14/13        12.72     18
                                   7/14/14        11.34     20
                                   7/14/15        12.26     18
                                   7/15/12        11.36     14
                                   7/15/13        12.72     24
                                   7/15/14        11.34     26
                                   7/15/15        12.26     26
                                   7/16/12        11.36     28
                                   7/16/13        12.72     20
                                   7/16/14        11.34     24
                                   7/16/15        12.26     18
                                   7/17/12        11.36     26
                                   7/17/13        12.72     20
                                   7/17/14        11.34     26
                                   7/17/15        12.26     22
                                   7/18/12        11.36     22
                                   7/18/13        12.72     24
                                   7/18/14        11.34     26
                                   7/18/15        12.26     20
                                   7/19/12        11.36     28
                                   7/19/13        12.72     16
                                   7/19/14        11.34     14
                                   7/19/15        12.26     16
                                   7/20/12        11.36     20
                                   7/20/13        12.72     16
                                   7/20/14        11.34     18
                                   7/20/15        12.26     26
                                   7/21/12        11.36     16
                                   7/21/13        12.72     20
                                   7/21/14        11.34     22
                                   7/21/15        12.26     22
                                   7/22/12        11.36     20
                                   7/22/13        12.72     24
                                   7/22/14        11.34     26
                                   7/22/15        12.26     18
                                   7/23/12        11.36     26
                                   7/23/13        12.72     22
                                   7/23/14        11.34     26
                                   7/23/15        12.26     24
                                   7/24/12        11.36     28
                                   7/24/13        12.72     18
                                   7/24/14        11.34     28
                                   7/24/15        12.26     20
                                   7/25/12        11.36     22
                                   7/25/13        12.72     24
                                   7/25/14        11.34     22
                                   7/25/15        12.26     14
                                   7/26/12        11.36     24
                                   7/26/13        12.72     22
                                   7/26/14        11.34     22
                                   7/26/15        12.26     20
                                   7/27/12        11.36     28
                                   7/27/13        12.72     20
                                   7/27/14        11.34     14
                                   7/27/15        12.26     26
                                   7/28/12        11.36     16
                                   7/28/13        12.72     16
                                   7/28/14        11.34     26
                                   7/28/15        12.26     26
                                   7/29/12        11.36     20
                                   7/29/13        12.72     16
                                   7/29/14        11.34     24
                                   7/29/15        12.26     22
                                   7/30/12        11.36     20
                                   7/30/13        12.72     20
                                   7/30/14        11.34     28
                                   7/30/15        12.26     24
                                   7/31/12        11.36     20
                                   7/31/13        12.72     22
                                   7/31/14        11.34     28
                                   7/31/15        12.26     18
                                   8/13/12        11.36     20
                                   8/13/13        12.72     18
                                   8/13/14        11.34     22
                                   8/13/15        11.50     18
                                   8/14/12        11.36     26
                                   8/14/13        12.72     20
                                   8/14/14        11.34     26
                                   8/14/15        11.50     18
                                   8/15/12        11.36     24
                                   8/15/13        12.72     24
                                   8/15/14        11.34     26
                                   8/15/15        11.50     20
                                   8/16/12        11.36     28
                                   8/16/13        12.72     22
                                   8/16/14        11.34     22
                                   8/16/15        11.50     22
                                   8/17/12        11.36     20
                                   8/17/13        12.72     20
                                   8/17/14        11.34     14
                                   8/17/15        11.50     22
                                   8/18/12        11.36     20
                                   8/18/13        12.72     12
                                   8/18/14        12.85     16
                                   8/18/15        11.50     24
                                   8/19/12        11.36     18
                                   8/19/13        12.72     16
                                   8/19/14        12.85     16
                                   8/19/15        11.50     20
                                   8/20/12        11.36     20
                                   8/20/13        12.72     24
                                   8/20/14        12.85     22
                                   8/20/15        11.50     24
                                   8/21/12        11.36     24
                                   8/21/13        12.72     16
                                   8/21/14        12.85     24
                                   8/21/15        11.50     26
                                   8/22/12        11.36     22
                                   8/22/13        12.72     24
                                   8/22/14        12.85     18
                                   8/22/15        11.50     18
                                   8/23/12        11.36     24
                                   8/23/13        10.12     30
                                   8/23/14        12.85     12
                                   8/23/15        11.50     18
                                   8/24/12        11.36     28
                                   8/24/13        10.12     18
                                   8/24/14        12.85     16
                                   8/24/15        11.50     18
                                   8/25/12        11.36     16
                                   8/25/13        10.12     16
                                   8/25/14        12.85     16
                                   8/25/15        11.50     26
                                   8/26/12        11.36     20
                                   8/26/13        10.12     30
                                   8/26/14        12.85     18
                                   8/26/15        11.50     26
                                   8/27/12        11.36     24
                                   8/27/13        10.12     30
                                   8/27/14        12.85     22
                                   8/27/15        11.50     22
                                   8/28/12        11.36     26
                                   8/28/13        10.12     34
                                   8/28/14        12.85     16
                                   8/28/15        11.50     18
                                   8/29/12        12.49     24
                                   8/29/13        10.12     28
                                   8/29/14        12.85     24
                                   8/29/15        11.50     20
                                   8/30/12        12.49     18
                                   8/30/13        10.12     34
                                   8/30/14        12.85     18
                                   8/30/15        11.50     16
                                   8/31/12        12.49     24
                                   8/31/13        10.12     22
                                   8/31/14        12.85     18
                                   8/31/15        11.50     26
                                   9/13/12        12.49     22
                                   9/13/13        10.12     24
                                   9/13/14        12.85     16
                                   9/14/12        12.49     16
                                   9/14/13        10.12     24
                                   9/14/14        12.85     16
                                   9/15/12        12.49     20
                                   9/15/13        10.12     22
                                   9/15/14        12.85     18
                                   9/16/12        12.49     18
                                   9/16/13        10.12     26
                                   9/16/14        12.85     24
                                   9/17/12        12.49     22
                                   9/17/13        10.12     30
                                   9/17/14        12.85     22
                                   9/18/12        12.49     16
                                   9/18/13        10.12     28
                                   9/18/14        12.85     18
                                   9/19/12        12.49     16
                                   9/19/13        10.12     24
                                   9/19/14        12.85     16
                                   9/20/12        12.49     22
                                   9/20/13        10.12     24
                                   9/20/14        12.85      8
                                   9/21/12        12.49     18
                                   9/21/13        10.12     24
                                   9/21/14        12.85     12
                                   9/22/12        12.49     16
                                   9/22/13        10.12     20
                                   9/22/14        12.85     24
                                   9/23/12        12.49     14
                                   9/23/13        10.12     30
                                   9/23/14        12.85     20
                                   9/24/12        12.49     18
                                   9/24/13        10.12     28
                                   9/24/14        12.85     22
                                   9/25/12        12.49     18
                                   9/25/13        10.12     24
                                   9/25/14        12.85     22
                                   9/26/12        12.49     20
                                   9/26/13        10.12     26
                                   9/26/14        12.85     18
                                   9/27/12        12.49     18
                                   9/27/13        10.12     28
                                   9/27/14        12.85     18
                                   9/28/12        12.49     18
                                   9/28/13        10.12     20
                                   9/28/14        12.85     18
                                   9/29/12        12.49     12
                                   9/29/13        10.12     16
                                   9/29/14        12.85     20
                                   9/30/12        12.49     20
                                   9/30/13        10.12     24
                                   9/30/14        12.85     20
2053     2              BURGER     01/01/12       12.60     30
                                   01/01/13       13.41     30
                                   01/01/14       12.37     44
                                   01/01/15       10.81     36
                                   01/02/12       12.60     34
                                   01/02/13       13.41     40
                                   01/02/14       12.37     40
                                   01/02/15       10.81     60
                                   01/03/12       12.60     28
                                   01/03/13       13.41     40
                                   01/03/14       12.37     42
                                   01/03/15       10.81     40
                                   01/04/12       12.60     42
                                   01/04/13       13.41     48
                                   01/04/14       12.37     42
                                   01/04/15       10.81     36
                                   01/05/12       12.60     58
                                   01/05/13       13.41     32
                                   01/05/14       12.37     42
                                   01/05/15       10.81     54
                                   01/06/12       12.60     54
                                   01/06/13       13.41     40
                                   01/06/14       12.37     60
                                   01/06/15       10.81     52
                                   01/07/12       12.60     42
                                   01/07/13       13.41     52
                                   01/07/14       12.37     52
                                   01/07/15       10.81     52
                                   01/08/12       12.60     42
                                   01/08/13       13.41     48
                                   01/08/14       12.37     60
                                   01/08/15       10.81     72
                                   01/09/12       12.60     54
                                   01/09/13       13.41     50
                                   01/09/14       12.37     52
                                   01/09/15       10.81     64
                                   01/10/12       12.60     58
                                   01/10/13       13.41     48
                                   01/10/14       12.37     54
                                   01/10/15       10.81     48
                                   01/11/12       12.60     52
                                   01/11/13       13.41     54
                                   01/11/14       12.37     42
                                   01/11/15       10.81     36
                                   01/12/12       12.60     60
                                   01/12/13       13.41     40
                                   01/12/14       12.37     40
                                   01/12/15       10.81     64
                                   02/01/12       12.60     48
                                   02/01/13       13.41     50
                                   02/01/14       12.37     36
                                   02/01/15       10.81     24
                                   02/02/12       12.60     34
                                   02/02/13       13.41     40
                                   02/02/14       12.37     44
                                   02/02/15       10.81     42
                                   02/03/12       12.60     32
                                   02/03/13       13.41     36
                                   02/03/14       12.37     44
                                   02/03/15       10.81     52
                                   02/04/12       12.60     20
                                   02/04/13       13.41     54
                                   02/04/14       12.37     56
                                   02/04/15       10.81     52
                                   02/05/12       12.60     28
                                   02/05/13       13.41     52
                                   02/05/14       12.37     54
                                   02/05/15       10.81     44
                                   02/06/12       12.60     32
                                   02/06/13       13.41     50
                                   02/06/14       12.37     54
                                   02/06/15       10.81     40
                                   02/07/12       12.60     30
                                   02/07/13       13.41     50
                                   02/07/14       12.37     60
                                   02/07/15       10.81     42
                                   02/08/12       12.60     30
                                   02/08/13       13.41     50
                                   02/08/14       12.37     44
                                   02/08/15       10.81     52
                                   02/09/12       12.60     42
                                   02/09/13       13.41     36
                                   02/09/14       12.37     28
                                   02/09/15       10.81     70
                                   02/10/12       12.60     44
                                   02/10/13       13.41     34
                                   02/10/14       12.37     42
                                   02/10/15       10.81     68
                                   02/11/12       12.60     40
                                   02/11/13       13.41     50
                                   02/11/14       12.37     44
                                   02/11/15       10.81     66
                                   02/12/12       12.60     34
                                   02/12/13       13.41     44
                                   02/12/14       12.37     40
                                   02/12/15       10.81     66
                                   03/01/12       12.60     50
                                   03/01/13       13.13     50
                                                  13.41     80
                                   03/01/14       12.37     36
                                   03/01/15       10.81     40
                                   03/02/12       12.60     46
                                   03/02/13       13.41     26
                                   03/02/14       12.37     32
                                   03/02/15       10.81     52
                                   03/03/12       12.60     30
                                   03/03/13       13.41     34
                                   03/03/14       12.37     46
                                   03/03/15       10.81     52
                                   03/04/12       12.60     28
                                   03/04/13       13.41     42
                                   03/04/14       12.37     44
                                   03/04/15       10.81     52
                                   03/05/12       12.60     46
                                   03/05/13       13.41     42
                                   03/05/14       12.37     52
                                   03/05/15       10.81     56
                                   03/06/12       12.60     44
                                   03/06/13       13.41     44
                                   03/06/14       12.37     46
                                   03/06/15       10.81     56
                                   03/07/12       12.60     44
                                   03/07/13       13.41     44
                                   03/07/14       12.37     52
                                   03/07/15       10.81     44
                                   03/08/12       12.60     42
                                   03/08/13       13.41     44
                                   03/08/14       12.37     30
                                   03/08/15       10.81     36
                                   03/09/12       12.60     44
                                   03/09/13       13.41     34
                                   03/09/14       12.37     32
                                   03/09/15       10.81     56
                                   03/10/12       12.60     28
                                   03/10/13       13.41     26
                                   03/10/14       12.37     48
                                   03/10/15       10.81     52
                                   03/11/12       12.60     34
                                   03/11/13       13.41     50
                                   03/11/14       12.37     48
                                   03/11/15       10.81     56
                                   03/12/12       12.60     50
                                   03/12/13       13.41     38
                                   03/12/14       12.37     48
                                   03/12/15       10.81     60
                                   04/01/12       12.60     34
                                   04/01/13       13.41     46
                                   04/01/14       12.37     44
                                   04/01/15       10.81     60
                                   04/02/12       12.60     44
                                   04/02/13       13.41     26
                                   04/02/14       12.37     48
                                   04/02/15       10.81     56
                                   04/03/12       12.60     36
                                   04/03/13       13.41     30
                                   04/03/14       12.37     44
                                   04/03/15       10.81     56
                                   04/04/12       12.60     30
                                   04/04/13       13.41     30
                                   04/04/14       12.37     38
                                   04/04/15       10.81     40
                                   04/05/12       12.60     30
                                   04/05/13       13.41     44
                                   04/05/14       12.37     22
                                   04/05/15       10.81     24
                                   04/06/12       12.60     44
                                   04/06/13       13.41     26
                                   04/06/14       12.37     24
                                   04/06/15       10.81     42
                                   04/07/12       12.60     32
                                   04/07/13       13.41     26
                                   04/07/14       12.37     46
                                   04/07/15       10.81     38
                                   04/08/12       12.60     30
                                   04/08/13       13.41     38
                                   04/08/14       12.37     50
                                   04/08/15       10.81     52
                                   04/09/12       12.60     44
                                   04/09/13       13.41     40
                                   04/09/14       12.37     52
                                   04/09/15       10.81     56
                                   04/10/12       12.60     50
                                   04/10/13       13.41     42
                                   04/10/14       12.37     52
                                   04/10/15       10.81     54
                                   04/11/12       12.60     50
                                   04/11/13       13.41     40
                                   04/11/14       12.37     46
                                   04/11/15       10.81     38
                                   04/12/12       12.60     50
                                   04/12/13       13.41     44
                                   04/12/14       12.37     30
                                   04/12/15       10.81     40
                                   05/01/12       10.47     44
                                   05/01/13       12.46     30
                                   05/01/14       11.48     36
                                   05/01/15       12.26     38
                                   05/02/12       10.47     42
                                   05/02/13       12.46     44
                                   05/02/14       11.48     50
                                   05/02/15       12.26     20
                                   05/03/12       10.47     58
                                   05/03/13       12.46     46
                                   05/03/14       11.48     40
                                   05/03/15       12.26     24
                                   05/04/12       10.47     58
                                   05/04/13       12.46     36
                                   05/04/14       11.48     36
                                   05/04/15       12.26     48
                                   05/05/12       10.47     40
                                   05/05/13       12.46     30
                                   05/05/14       11.48     50
                                   05/05/15       12.26     46
                                   05/06/12       10.47     42
                                   05/06/13       12.46     48
                                   05/06/14       11.48     54
                                   05/06/15       12.26     52
                                   05/07/12       10.47     60
                                   05/07/13       12.46     46
                                   05/07/14       11.48     54
                                   05/07/15       12.26     44
                                   05/08/12       10.47     60
                                   05/08/13       12.46     48
                                   05/08/14       11.48     54
                                   05/08/15       12.26     48
                                   05/09/12       10.47     62
                                   05/09/13       12.46     50
                                   05/09/14       11.48     48
                                   05/09/15       12.26     38
                                   05/10/12       10.47     58
                                   05/10/13       12.46     48
                                   05/10/14       11.48     40
                                   05/10/15       12.26     30
                                   05/11/12       10.47     62
                                   05/11/13       12.46     36
                                   05/11/14       11.48     40
                                   05/11/15       12.26     44
                                   05/12/12       10.47     42
                                   05/12/13       12.46     36
                                   05/12/14       11.48     50
                                   05/12/15       12.26     52
                                   06/01/12       10.47     60
                                   06/01/13       12.46     36
                                   06/01/14       11.48     40
                                   06/01/15       12.26     38
                                   06/02/12       10.47     46
                                   06/02/13       12.46     30
                                   06/02/14       11.48     54
                                   06/02/15       12.26     30
                                   06/03/12       10.47     42
                                   06/03/13       12.46     46
                                   06/03/14       11.48     56
                                   06/03/15       12.26     44
                                   06/04/12       10.47     42
                                   06/04/13       12.46     48
                                   06/04/14       11.48     52
                                   06/04/15       12.26     44
                                   06/05/12       10.47     40
                                   06/05/13       12.46     48
                                   06/05/14       11.48     56
                                   06/05/15       12.26     44
                                   06/06/12       10.47     38
                                   06/06/13       12.46     42
                                   06/06/14       11.48     54
                                   06/06/15       12.26     34
                                   06/07/12       10.47     62
                                   06/07/13       12.46     50
                                   06/07/14       11.48     34
                                   06/07/15       12.26     30
                                   06/08/12       10.47     56
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                                   2/20/13        13.41     44
                                   2/20/14        12.37     60
                                   2/20/15        10.81     52
                                   2/21/12        12.60     44
                                   2/21/13        13.41     40
                                   2/21/14        12.37     44
                                   2/21/15        10.81     40
                                   2/22/12        12.60     44
                                   2/22/13        13.41     46
                                   2/22/14        12.37     34
                                   2/22/15        10.81     42
                                   2/23/12        12.60     46
                                   2/23/13        13.41     26
                                   2/23/14        12.37     34
                                   2/23/15        10.81     52
                                   2/24/12        12.60     46
                                   2/24/13        13.41     28
                                   2/24/14        12.37     44
                                   2/24/15        10.81     58
                                   2/25/12        12.60     36
                                   2/25/13        13.41     38
                                   2/25/14        12.37     44
                                   2/25/15        10.81     56
                                   2/26/12        12.60     30
                                   2/26/13        13.41     42
                                   2/26/14        12.37     50
                                   2/26/15        10.81     56
                                   2/27/12        12.60     50
                                   2/27/13        13.41     42
                                   2/27/14        12.37     52
                                   2/27/15        10.81     60
                                   2/28/12        12.60     42
                                   2/28/13        13.41     44
                                   2/28/14        12.37     52
                                   2/28/15        10.81     42
                                   3/13/12        12.60     44
                                   3/13/13        13.41     44
                                   3/13/14        12.37     50
                                   3/13/15        10.81     52
                                   3/14/12        12.60     42
                                   3/14/13        13.41     40
                                   3/14/14        12.37     46
                                   3/14/15        10.81     36
                                   3/15/12        12.60     46
                                   3/15/13        13.41     38
                                   3/15/14        12.37     34
                                   3/15/15        10.81     38
                                   3/16/12        12.60     46
                                   3/16/13        13.41     28
                                   3/16/14        12.37     38
                                   3/16/15        10.81     52
                                   3/17/12        12.60     28
                                   3/17/13        13.41     26
                                   3/17/14        12.37     50
                                   3/17/15        10.81     58
                                   3/18/12        12.60     30
                                   3/18/13        13.41     40
                                   3/18/14        12.37     52
                                   3/18/15        10.81     58
                                   3/19/12        12.60     50
                                   3/19/13        13.41     38
                                   3/19/14        12.37     52
                                   3/19/15        10.81     54
                                   3/20/12        12.60     42
                                   3/20/13        13.41     38
                                   3/20/14        12.37     52
                                   3/20/15        10.81     54
                                   3/21/12        12.60     42
                                   3/21/13        13.41     40
                                   3/21/14        12.37     52
                                   3/21/15        10.81     36
                                   3/22/12        12.60     44
                                   3/22/13        13.41     40
                                   3/22/14        12.37     30
                                   3/22/15        10.81     36
                                   3/23/12        12.60     46
                                   3/23/13        13.41     26
                                   3/23/14        12.37     30
                                   3/23/15        10.81     60
                                   3/24/12        12.60     32
                                   3/24/13        13.41     30
                                   3/24/14        12.37     52
                                   3/24/15        10.81     58
                                   3/25/12        12.60     32
                                   3/25/13        13.41     38
                                   3/25/14        12.37     44
                                   3/25/15        10.81     54
                                   3/26/12        12.60     50
                                   3/26/13        13.41     44
                                   3/26/14        12.37     50
                                   3/26/15        10.81     60
                                   3/27/12        12.60     46
                                   3/27/13        13.41     42
                                   3/27/14        12.37     52
                                   3/27/15        10.81     54
                                   3/28/12        12.60     48
                                   3/28/13        13.41     46
                                   3/28/14        12.37     44
                                   3/28/15        10.81     36
                                   3/29/12        12.60     50
                                   3/29/13        13.41     40
                                   3/29/14        12.37     34
                                   3/29/15        10.81     36
                                   3/30/12        12.60     42
                                   3/30/13        13.41     28
                                   3/30/14        12.37     34
                                   3/30/15        10.81     56
                                   3/31/12        12.60     28
                                   3/31/13        13.41     30
                                   3/31/14        12.37     50
                                   3/31/15        10.81     56
                                   4/13/12        12.60     42
                                   4/13/13        13.41     26
                                   4/13/14        12.37     38
                                   4/13/15        10.81     60
                                   4/14/12        12.60     34
                                   4/14/13        13.41     28
                                   4/14/14        12.37     48
                                   4/14/15        10.81     56
                                   4/15/12        12.60     28
                                   4/15/13        13.41     44
                                   4/15/14        12.37     52
                                   4/15/15        12.26     50
                                   4/16/12        12.60     50
                                   4/16/13        13.41     42
                                   4/16/14        12.37     52
                                   4/16/15        12.26     50
                                   4/17/12        12.60     42
                                   4/17/13        13.41     42
                                   4/17/14        12.37     50
                                   4/17/15        12.26     46
                                   4/18/12        12.60     46
                                   4/18/13        13.41     42
                                   4/18/14        12.37     52
                                   4/18/15        12.26     32
                                   4/19/12        12.60     48
                                   4/19/13        13.41     44
                                   4/19/14        12.37     34
                                   4/19/15        12.26     34
                                   4/20/12        12.60     48
                                   4/20/13        13.41     26
                                   4/20/14        11.48     40
                                   4/20/15        12.26     46
                                   4/21/12        12.60     28
                                   4/21/13        13.41     32
                                   4/21/14        11.48     48
                                   4/21/15        12.26     46
                                   4/22/12        12.60     36
                                   4/22/13        13.41     46
                                   4/22/14        11.48     50
                                   4/22/15        12.26     50
                                   4/23/12        12.60     46
                                   4/23/13        13.41     46
                                   4/23/14        11.48     56
                                   4/23/15        12.26     50
                                   4/24/12        12.60     48
                                   4/24/13        13.41     46
                                   4/24/14        11.48     54
                                   4/24/15        12.26     48
                                   4/25/12        12.60     48
                                   4/25/13        12.46     42
                                   4/25/14        11.48     54
                                   4/25/15        12.26     32
                                   4/26/12        12.60     46
                                   4/26/13        12.46     44
                                   4/26/14        11.48     32
                                   4/26/15        12.26     38
                                   4/27/12        12.60     48
                                   4/27/13        12.46     36
                                   4/27/14        11.48     38
                                   4/27/15        12.26     48
                                   4/28/12        12.60     34
                                   4/28/13        12.46     38
                                   4/28/14        11.48     50
                                   4/28/15        12.26     50
                                   4/29/12        12.60     28
                                   4/29/13        12.46     36
                                   4/29/14        11.48     36
                                   4/29/15        12.26     44
                                   4/30/12        12.60     36
                                   4/30/13        12.46     34
                                   4/30/14        11.48     34
                                   4/30/15        12.26     46
                                   5/13/12        10.47     40
                                   5/13/13        12.46     50
                                   5/13/14        11.48     56
                                   5/13/15        12.26     52
                                   5/14/12        10.47     60
                                   5/14/13        12.46     50
                                   5/14/14        11.48     48
                                   5/14/15        12.26     50
                                   5/15/12        10.47     56
                                   5/15/13        12.46     42
                                   5/15/14        11.48     54
                                   5/15/15        12.26     48
                                   5/16/12        10.47     58
                                   5/16/13        12.46     50
                                   5/16/14        11.48     54
                                   5/16/15        12.26     34
                                   5/17/12        10.47     64
                                   5/17/13        12.46     48
                                   5/17/14        11.48     40
                                   5/17/15        12.26     34
                                   5/18/12        10.47     62
                                   5/18/13        12.46     30
                                   5/18/14        11.48     38
                                   5/18/15        12.26     52
                                   5/19/12        10.47     38
                                   5/19/13        12.46     36
                                   5/19/14        11.48     52
                                   5/19/15        12.26     52
                                   5/20/12        10.47     38
                                   5/20/13        12.46     50
                                   5/20/14        11.48     50
                                   5/20/15        12.26     50
                                   5/21/12        10.47     64
                                   5/21/13        12.46     46
                                   5/21/14        11.48     54
                                   5/21/15        12.26     50
                                   5/22/12        10.47     58
                                   5/22/13        12.46     48
                                   5/22/14        11.48     50
                                   5/22/15        12.26     44
                                   5/23/12        10.47     64
                                   5/23/13        12.46     50
                                   5/23/14        11.48     54
                                   5/23/15        12.26     38
                                   5/24/12        10.47     56
                                   5/24/13        12.46     42
                                   5/24/14        11.48     34
                                   5/24/15        12.26     30
                                   5/25/12        10.47     56
                                   5/25/13        12.46     30
                                   5/25/14        11.48     40
                                   5/25/15        12.26     50
                                   5/26/12        10.47     40
                                   5/26/13        12.46     34
                                   5/26/14        11.48     52
                                   5/26/15        12.26     46
                                   5/27/12        10.47     42
                                   5/27/13        12.46     50
                                   5/27/14        11.48     56
                                   5/27/15        12.26     52
                                   5/28/12        10.47     60
                                   5/28/13        12.46     48
                                   5/28/14        11.48     56
                                   5/28/15        12.26     50
                                   5/29/12        10.47     60
                                   5/29/13        12.46     50
                                   5/29/14        11.48     48
                                   5/29/15        12.26     52
                                   5/30/12        10.47     60
                                   5/30/13        12.46     50
                                   5/30/14        11.48     52
                                   5/30/15        12.26     34
                                   5/31/12        10.47     64
                                   5/31/13        12.46     42
                                   5/31/14        11.48     38
                                   5/31/15        12.26     26
                                   6/13/12        10.47     64
                                   6/13/13        12.46     42
                                   6/13/14        11.48     50
                                   6/13/15        12.26     32
                                   6/14/12        10.47     64
                                   6/14/13        12.46     46
                                   6/14/14        11.48     40
                                   6/14/15        12.26     30
                                   6/15/12        10.47     60
                                   6/15/13        12.46     38
                                   6/15/14        11.48     34
                                   6/15/15        12.26     52
                                   6/16/12        10.47     44
                                   6/16/13        12.46     38
                                   6/16/14        11.48     52
                                   6/16/15        12.26     48
                                   6/17/12        10.47     46
                                   6/17/13        12.46     42
                                   6/17/14        11.48     56
                                   6/17/15        12.26     50
                                   6/18/12        10.47     64
                                   6/18/13        12.46     42
                                   6/18/14        11.48     56
                                   6/18/15        12.26     48
                                   6/19/12        10.47     64
                                   6/19/13        12.46     48
                                   6/19/14        11.48     52
                                   6/19/15        12.26     44
                                   6/20/12        10.47     58
                                   6/20/13        12.46     48
                                   6/20/14        11.48     56
                                   6/20/15        12.26     38
                                   6/21/12        10.47     62
                                   6/21/13        12.46     42
                                   6/21/14        11.48     36
                                   6/21/15        12.26     32
                                   6/22/12        10.47     64
                                   6/22/13        12.46     22
                                   6/22/14        11.48     32
                                   6/22/15        12.26     46
                                   6/23/12        10.47     38
                                   6/23/13        12.46     24
                                   6/23/14        11.48     50
                                   6/23/15        12.26     46
                                   6/24/12        10.47     38
                                   6/24/13        12.46     34
                                   6/24/14        11.48     56
                                   6/24/15        12.26     50
                                   6/25/12        10.47     62
                                   6/25/13        12.46     44
                                   6/25/14        11.48     50
                                   6/25/15        12.26     48
                                   6/26/12        10.47     56
                                   6/26/13        12.46     42
                                   6/26/14        11.48     50
                                   6/26/15        12.26     46
                                   6/27/12        10.47     56
                                   6/27/13        12.46     48
                                   6/27/14        11.48     54
                                   6/27/15        12.26     36
                                   6/28/12        10.47     56
                                   6/28/13        12.46     50
                                   6/28/14        11.48     38
                                   6/28/15        12.26     34
                                   6/29/12        10.47     60
                                   6/29/13        12.46     36
                                   6/29/14        11.48     32
                                   6/29/15        12.26     48
                                   6/30/12        10.47     46
                                   6/30/13        12.46     32
                                   6/30/14        11.48     52
                                   6/30/15        12.26     52
                                   7/13/12        10.47     56
                                   7/13/13        12.46     32
                                   7/13/14        11.48     32
                                   7/13/15        12.26     46
                                   7/14/12        10.47     46
                                   7/14/13        12.46     30
                                   7/14/14        11.48     52
                                   7/14/15        12.26     46
                                   7/15/12        10.47     38
                                   7/15/13        12.46     48
                                   7/15/14        11.48     56
                                   7/15/15        12.26     48
                                   7/16/12        10.47     58
                                   7/16/13        12.46     50
                                   7/16/14        11.48     48
                                   7/16/15        12.26     44
                                   7/17/12        10.47     56
                                   7/17/13        12.46     48
                                   7/17/14        11.48     48
                                   7/17/15        12.26     48
                                   7/18/12        10.47     62
                                   7/18/13        12.46     50
                                   7/18/14        11.48     50
                                   7/18/15        12.26     36
                                   7/19/12        10.47     64
                                   7/19/13        12.46     46
                                   7/19/14        11.48     32
                                   7/19/15        12.26     34
                                   7/20/12        10.47     62
                                   7/20/13        12.46     32
                                   7/20/14        11.48     38
                                   7/20/15        12.26     46
                                   7/21/12        10.47     38
                                   7/21/13        12.46     38
                                   7/21/14        11.48     48
                                   7/21/15        12.26     48
                                   7/22/12        10.47     40
                                   7/22/13        12.46     44
                                   7/22/14        11.48     48
                                   7/22/15        12.26     48
                                   7/23/12        10.47     56
                                   7/23/13        12.46     46
                                   7/23/14        11.48     54
                                   7/23/15        12.26     44
                                   7/24/12        10.47     64
                                   7/24/13        12.46     50
                                   7/24/14        11.48     48
                                   7/24/15        12.26     50
                                   7/25/12        10.47     62
                                   7/25/13        12.46     50
                                   7/25/14        11.48     50
                                   7/25/15        12.26     30
                                   7/26/12        10.47     58
                                   7/26/13        12.46     50
                                   7/26/14        11.48     34
                                   7/26/15        12.26     38
                                   7/27/12        10.47     64
                                   7/27/13        12.46     32
                                   7/27/14        11.48     40
                                   7/27/15        12.26     46
                                   7/28/12        10.47     46
                                   7/28/13        12.46     36
                                   7/28/14        11.48     48
                                   7/28/15        12.26     48
                                   7/29/12        10.47     44
                                   7/29/13        12.46     46
                                   7/29/14        11.48     48
                                   7/29/15        12.26     46
                                   7/30/12        10.47     62
                                   7/30/13        12.46     50
                                   7/30/14        11.48     52
                                   7/30/15        12.26     52
                                   7/31/12        10.47     56
                                   7/31/13        12.46     42
                                   7/31/14        11.48     50
                                   7/31/15        12.26     48
                                   8/13/12        10.47     58
                                   8/13/13        12.46     50
                                   8/13/14        11.48     48
                                   8/13/15        11.26     50
                                   8/14/12        10.47     60
                                   8/14/13        12.46     48
                                   8/14/14        11.48     50
                                   8/14/15        11.26     56
                                   8/15/12        10.47     64
                                   8/15/13        12.46     44
                                   8/15/14        11.48     52
                                   8/15/15        11.26     36
                                   8/16/12        10.47     56
                                   8/16/13        12.46     44
                                   8/16/14        11.48     34
                                   8/16/15        11.26     34
                                   8/17/12        10.47     62
                                   8/17/13        12.46     36
                                   8/17/14        11.48     38
                                   8/17/15        11.26     54
                                   8/18/12        10.47     44
                                   8/18/13        12.46     34
                                   8/18/14        12.77     46
                                   8/18/15        11.26     50
                                   8/19/12        10.47     46
                                   8/19/13        12.46     48
                                   8/19/14        12.77     50
                                   8/19/15        11.26     54
                                   8/20/12        10.47     58
                                   8/20/13        12.46     48
                                   8/20/14        12.77     44
                                   8/20/15        11.26     54
                                   8/21/12        10.47     58
                                   8/21/13        12.46     48
                                   8/21/14        12.77     44
                                   8/21/15        11.26     50
                                   8/22/12        10.47     58
                                   8/22/13        12.46     50
                                   8/22/14        12.77     42
                                   8/22/15        11.26     38
                                   8/23/12        10.47     58
                                   8/23/13        10.45     56
                                   8/23/14        12.77     34
                                   8/23/15        11.26     36
                                   8/24/12        10.47     64
                                   8/24/13        10.45     38
                                   8/24/14        12.77     28
                                   8/24/15        11.26     52
                                   8/25/12        10.47     46
                                   8/25/13        10.45     40
                                   8/25/14        12.77     50
                                   8/25/15        11.26     54
                                   8/26/12        10.47     38
                                   8/26/13        10.45     60
                                   8/26/14        12.77     48
                                   8/26/15        11.26     56
                                   8/27/12        10.47     58
                                   8/27/13        10.45     56
                                   8/27/14        12.77     46
                                   8/27/15        11.26     56
                                   8/28/12        10.47     56
                                   8/28/13        10.45     70
                                   8/28/14        12.77     50
                                   8/28/15        11.26     50
                                   8/29/12        12.42     48
                                   8/29/13        10.45     72
                                   8/29/14        12.77     50
                                   8/29/15        11.26     42
                                   8/30/12        12.42     52
                                   8/30/13        10.45     70
                                   8/30/14        12.77     36
                                   8/30/15        11.26     38
                                   8/31/12        12.42     46
                                   8/31/13        10.45     44
                                   8/31/14        12.77     32
                                   8/31/15        11.26     54
                                   9/13/12        12.42     52
                                   9/13/13        10.45     56
                                   9/13/14        12.77     30
                                   9/14/12        12.42     52
                                   9/14/13        10.45     42
                                   9/14/14        12.77     28
                                   9/15/12        12.42     30
                                   9/15/13        10.45     38
                                   9/15/14        12.77     50
                                   9/16/12        12.42     36
                                   9/16/13        10.45     58
                                   9/16/14        12.77     48
                                   9/17/12        12.42     44
                                   9/17/13        10.45     62
                                   9/17/14        12.77     46
                                   9/18/12        12.42     44
                                   9/18/13        10.45     64
                                   9/18/14        12.77     46
                                   9/19/12        12.42     46
                                   9/19/13        10.45     60
                                   9/19/14        12.77     34
                                   9/20/12        12.42     46
                                   9/20/13        10.45     60
                                   9/20/14        12.77     24
                                   9/21/12        12.42     52
                                   9/21/13        10.45     44
                                   9/21/14        12.77     20
                                   9/22/12        12.42     30
                                   9/22/13        10.45     42
                                   9/22/14        12.77     50
                                   9/23/12        12.42     30
                                   9/23/13        10.45     62
                                   9/23/14        12.77     48
                                   9/24/12        12.42     52
                                   9/24/13        10.45     60
                                   9/24/14        12.77     48
                                   9/25/12        12.42     44
                                   9/25/13        10.45     62
                                   9/25/14        12.77     46
                                   9/26/12        12.42     46
                                   9/26/13        10.45     64
                                   9/26/14        12.77     44
                                   9/27/12        12.42     50
                                   9/27/13        10.45     62
                                   9/27/14        12.77     28
                                   9/28/12        12.42     50
                                   9/28/13        10.45     46
                                   9/28/14        12.77     30
                                   9/29/12        12.42     36
                                   9/29/13        10.45     40
                                   9/29/14        12.77     46
                                   9/30/12        12.42     38
                                   9/30/13        10.45     38
                                   9/30/14        12.77     50
                        COFFEE     01/01/12       12.60     30
                                   01/01/13       13.41     30
                                   01/01/14       12.37     44
                                   01/01/15       10.81     36
                                   01/02/12       12.60     34
                                   01/02/13       13.41     40
                                   01/02/14       12.37     40
                                   01/02/15       10.81     60
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                                   6/18/15        12.26     48
                                   6/19/12        10.47     64
                                   6/19/13        12.46     48
                                   6/19/14        11.48     52
                                   6/19/15        12.26     44
                                   6/20/12        10.47     58
                                   6/20/13        12.46     48
                                   6/20/14        11.48     56
                                   6/20/15        12.26     38
                                   6/21/12        10.47     62
                                   6/21/13        12.46     42
                                   6/21/14        11.48     36
                                   6/21/15        12.26     32
                                   6/22/12        10.47     64
                                   6/22/13        12.46     22
                                   6/22/14        11.48     32
                                   6/22/15        12.26     46
                                   6/23/12        10.47     38
                                   6/23/13        12.46     24
                                   6/23/14        11.48     50
                                   6/23/15        12.26     46
                                   6/24/12        10.47     38
                                   6/24/13        12.46     34
                                   6/24/14        11.48     56
                                   6/24/15        12.26     50
                                   6/25/12        10.47     62
                                   6/25/13        12.46     44
                                   6/25/14        11.48     50
                                   6/25/15        12.26     48
                                   6/26/12        10.47     56
                                   6/26/13        12.46     42
                                   6/26/14        11.48     50
                                   6/26/15        12.26     46
                                   6/27/12        10.47     56
                                   6/27/13        12.46     48
                                   6/27/14        11.48     54
                                   6/27/15        12.26     36
                                   6/28/12        10.47     56
                                   6/28/13        12.46     50
                                   6/28/14        11.48     38
                                   6/28/15        12.26     34
                                   6/29/12        10.47     60
                                   6/29/13        12.46     36
                                   6/29/14        11.48     32
                                   6/29/15        12.26     48
                                   6/30/12        10.47     46
                                   6/30/13        12.46     32
                                   6/30/14        11.48     52
                                   6/30/15        12.26     52
                                   7/13/12        10.47     56
                                   7/13/13        12.46     32
                                   7/13/14        11.48     32
                                   7/13/15        12.26     46
                                   7/14/12        10.47     46
                                   7/14/13        12.46     30
                                   7/14/14        11.48     52
                                   7/14/15        12.26     46
                                   7/15/12        10.47     38
                                   7/15/13        12.46     48
                                   7/15/14        11.48     56
                                   7/15/15        12.26     48
                                   7/16/12        10.47     58
                                   7/16/13        12.46     50
                                   7/16/14        11.48     48
                                   7/16/15        12.26     44
                                   7/17/12        10.47     56
                                   7/17/13        12.46     48
                                   7/17/14        11.48     48
                                   7/17/15        12.26     48
                                   7/18/12        10.47     62
                                   7/18/13        12.46     50
                                   7/18/14        11.48     50
                                   7/18/15        12.26     36
                                   7/19/12        10.47     64
                                   7/19/13        12.46     46
                                   7/19/14        11.48     32
                                   7/19/15        12.26     34
                                   7/20/12        10.47     62
                                   7/20/13        12.46     32
                                   7/20/14        11.48     38
                                   7/20/15        12.26     46
                                   7/21/12        10.47     38
                                   7/21/13        12.46     38
                                   7/21/14        11.48     48
                                   7/21/15        12.26     48
                                   7/22/12        10.47     40
                                   7/22/13        12.46     44
                                   7/22/14        11.48     48
                                   7/22/15        12.26     48
                                   7/23/12        10.47     56
                                   7/23/13        12.46     46
                                   7/23/14        11.48     54
                                   7/23/15        12.26     44
                                   7/24/12        10.47     64
                                   7/24/13        12.46     50
                                   7/24/14        11.48     48
                                   7/24/15        12.26     50
                                   7/25/12        10.47     62
                                   7/25/13        12.46     50
                                   7/25/14        11.48     50
                                   7/25/15        12.26     30
                                   7/26/12        10.47     58
                                   7/26/13        12.46     50
                                   7/26/14        11.48     34
                                   7/26/15        12.26     38
                                   7/27/12        10.47     64
                                   7/27/13        12.46     32
                                   7/27/14        11.48     40
                                   7/27/15        12.26     46
                                   7/28/12        10.47     46
                                   7/28/13        12.46     36
                                   7/28/14        11.48     48
                                   7/28/15        12.26     48
                                   7/29/12        10.47     44
                                   7/29/13        12.46     46
                                   7/29/14        11.48     48
                                   7/29/15        12.26     46
                                   7/30/12        10.47     62
                                   7/30/13        12.46     50
                                   7/30/14        11.48     52
                                   7/30/15        12.26     52
                                   7/31/12        10.47     56
                                   7/31/13        12.46     42
                                   7/31/14        11.48     50
                                   7/31/15        12.26     48
                                   8/13/12        10.47     58
                                   8/13/13        12.46     50
                                   8/13/14        11.48     48
                                   8/13/15        11.26     50
                                   8/14/12        10.47     60
                                   8/14/13        12.46     48
                                   8/14/14        11.48     50
                                   8/14/15        11.26     56
                                   8/15/12        10.47     64
                                   8/15/13        12.46     44
                                   8/15/14        11.48     52
                                   8/15/15        11.26     36
                                   8/16/12        10.47     56
                                   8/16/13        12.46     44
                                   8/16/14        11.48     34
                                   8/16/15        11.26     34
                                   8/17/12        10.47     62
                                   8/17/13        12.46     36
                                   8/17/14        11.48     38
                                   8/17/15        11.26     54
                                   8/18/12        10.47     44
                                   8/18/13        12.46     34
                                   8/18/14        12.77     46
                                   8/18/15        11.26     50
                                   8/19/12        10.47     46
                                   8/19/13        12.46     48
                                   8/19/14        12.77     50
                                   8/19/15        11.26     54
                                   8/20/12        10.47     58
                                   8/20/13        12.46     48
                                   8/20/14        12.77     44
                                   8/20/15        11.26     54
                                   8/21/12        10.47     58
                                   8/21/13        12.46     48
                                   8/21/14        12.77     44
                                   8/21/15        11.26     50
                                   8/22/12        10.47     58
                                   8/22/13        12.46     50
                                   8/22/14        12.77     42
                                   8/22/15        11.26     38
                                   8/23/12        10.47     58
                                   8/23/13        10.45     56
                                   8/23/14        12.77     34
                                   8/23/15        11.26     36
                                   8/24/12        10.47     64
                                   8/24/13        10.45     38
                                   8/24/14        12.77     28
                                   8/24/15        11.26     52
                                   8/25/12        10.47     46
                                   8/25/13        10.45     40
                                   8/25/14        12.77     50
                                   8/25/15        11.26     54
                                   8/26/12        10.47     38
                                   8/26/13        10.45     60
                                   8/26/14        12.77     48
                                   8/26/15        11.26     56
                                   8/27/12        10.47     58
                                   8/27/13        10.45     56
                                   8/27/14        12.77     46
                                   8/27/15        11.26     56
                                   8/28/12        10.47     56
                                   8/28/13        10.45     70
                                   8/28/14        12.77     50
                                   8/28/15        11.26     50
                                   8/29/12        12.42     48
                                   8/29/13        10.45     72
                                   8/29/14        12.77     50
                                   8/29/15        11.26     42
                                   8/30/12        12.42     52
                                   8/30/13        10.45     70
                                   8/30/14        12.77     36
                                   8/30/15        11.26     38
                                   8/31/12        12.42     46
                                   8/31/13        10.45     44
                                   8/31/14        12.77     32
                                   8/31/15        11.26     54
                                   9/13/12        12.42     52
                                   9/13/13        10.45     56
                                   9/13/14        12.77     30
                                   9/14/12        12.42     52
                                   9/14/13        10.45     42
                                   9/14/14        12.77     28
                                   9/15/12        12.42     30
                                   9/15/13        10.45     38
                                   9/15/14        12.77     50
                                   9/16/12        12.42     36
                                   9/16/13        10.45     58
                                   9/16/14        12.77     48
                                   9/17/12        12.42     44
                                   9/17/13        10.45     62
                                   9/17/14        12.77     46
                                   9/18/12        12.42     44
                                   9/18/13        10.45     64
                                   9/18/14        12.77     46
                                   9/19/12        12.42     46
                                   9/19/13        10.45     60
                                   9/19/14        12.77     34
                                   9/20/12        12.42     46
                                   9/20/13        10.45     60
                                   9/20/14        12.77     24
                                   9/21/12        12.42     52
                                   9/21/13        10.45     44
                                   9/21/14        12.77     20
                                   9/22/12        12.42     30
                                   9/22/13        10.45     42
                                   9/22/14        12.77     50
                                   9/23/12        12.42     30
                                   9/23/13        10.45     62
                                   9/23/14        12.77     48
                                   9/24/12        12.42     52
                                   9/24/13        10.45     60
                                   9/24/14        12.77     48
                                   9/25/12        12.42     44
                                   9/25/13        10.45     62
                                   9/25/14        12.77     46
                                   9/26/12        12.42     46
                                   9/26/13        10.45     64
                                   9/26/14        12.77     44
                                   9/27/12        12.42     50
                                   9/27/13        10.45     62
                                   9/27/14        12.77     28
                                   9/28/12        12.42     50
                                   9/28/13        10.45     46
                                   9/28/14        12.77     30
                                   9/29/12        12.42     36
                                   9/29/13        10.45     40
                                   9/29/14        12.77     46
                                   9/30/12        12.42     38
                                   9/30/13        10.45     38
                                   9/30/14        12.77     50
                        COKE       01/01/12       12.60     30
                                   01/01/13       13.41     30
                                   01/01/14       12.37     44
                                   01/01/15       10.81     36
                                   01/02/12       12.60     34
                                   01/02/13       13.41     40
                                   01/02/14       12.37     40
                                   01/02/15       10.81     60
                                   01/03/12       12.60     28
                                   01/03/13       13.41     40
                                   01/03/14       12.37     42
                                   01/03/15       10.81     40
                                   01/04/12       12.60     42
                                   01/04/13       13.41     48
                                   01/04/14       12.37     42
                                   01/04/15       10.81     36
                                   01/05/12       12.60     58
                                   01/05/13       13.41     32
                                   01/05/14       12.37     42
                                   01/05/15       10.81     54
                                   01/06/12       12.60     54
                                   01/06/13       13.41     40
                                   01/06/14       12.37     60
                                   01/06/15       10.81     52
                                   01/07/12       12.60     42
                                   01/07/13       13.41     52
                                   01/07/14       12.37     52
                                   01/07/15       10.81     52
                                   01/08/12       12.60     42
                                   01/08/13       13.41     48
                                   01/08/14       12.37     60
                                   01/08/15       10.81     72
                                   01/09/12       12.60     54
                                   01/09/13       13.41     50
                                   01/09/14       12.37     52
                                   01/09/15       10.81     64
                                   01/10/12       12.60     58
                                   01/10/13       13.41     48
                                   01/10/14       12.37     54
                                   01/10/15       10.81     48
                                   01/11/12       12.60     52
                                   01/11/13       13.41     54
                                   01/11/14       12.37     42
                                   01/11/15       10.81     36
                                   01/12/12       12.60     60
                                   01/12/13       13.41     40
                                   01/12/14       12.37     40
                                   01/12/15       10.81     64
                                   02/01/12       12.60     48
                                   02/01/13       13.41     50
                                   02/01/14       12.37     36
                                   02/01/15       10.81     24
                                   02/02/12       12.60     34
                                   02/02/13       13.41     40
                                   02/02/14       12.37     44
                                   02/02/15       10.81     42
                                   02/03/12       12.60     32
                                   02/03/13       13.41     36
                                   02/03/14       12.37     44
                                   02/03/15       10.81     52
                                   02/04/12       12.60     20
                                   02/04/13       13.41     54
                                   02/04/14       12.37     56
                                   02/04/15       10.81     52
                                   02/05/12       12.60     28
                                   02/05/13       13.41     52
                                   02/05/14       12.37     54
                                   02/05/15       10.81     44
                                   02/06/12       12.60     32
                                   02/06/13       13.41     50
                                   02/06/14       12.37     54
                                   02/06/15       10.81     40
                                   02/07/12       12.60     30
                                   02/07/13       13.41     50
                                   02/07/14       12.37     60
                                   02/07/15       10.81     42
                                   02/08/12       12.60     30
                                   02/08/13       13.41     50
                                   02/08/14       12.37     44
                                   02/08/15       10.81     52
                                   02/09/12       12.60     42
                                   02/09/13       13.41     36
                                   02/09/14       12.37     28
                                   02/09/15       10.81     70
                                   02/10/12       12.60     44
                                   02/10/13       13.41     34
                                   02/10/14       12.37     42
                                   02/10/15       10.81     68
                                   02/11/12       12.60     40
                                   02/11/13       13.41     50
                                   02/11/14       12.37     44
                                   02/11/15       10.81     66
                                   02/12/12       12.60     34
                                   02/12/13       13.41     44
                                   02/12/14       12.37     40
                                   02/12/15       10.81     66
                                   03/01/12       12.60     50
                                   03/01/13       13.13     50
                                                  13.41     80
                                   03/01/14       12.37     36
                                   03/01/15       10.81     40
                                   03/02/12       12.60     46
                                   03/02/13       13.41     26
                                   03/02/14       12.37     32
                                   03/02/15       10.81     52
                                   03/03/12       12.60     30
                                   03/03/13       13.41     34
                                   03/03/14       12.37     46
                                   03/03/15       10.81     52
                                   03/04/12       12.60     28
                                   03/04/13       13.41     42
                                   03/04/14       12.37     44
                                   03/04/15       10.81     52
                                   03/05/12       12.60     46
                                   03/05/13       13.41     42
                                   03/05/14       12.37     52
                                   03/05/15       10.81     56
                                   03/06/12       12.60     44
                                   03/06/13       13.41     44
                                   03/06/14       12.37     46
                                   03/06/15       10.81     56
                                   03/07/12       12.60     44
                                   03/07/13       13.41     44
                                   03/07/14       12.37     52
                                   03/07/15       10.81     44
                                   03/08/12       12.60     42
                                   03/08/13       13.41     44
                                   03/08/14       12.37     30
                                   03/08/15       10.81     36
                                   03/09/12       12.60     44
                                   03/09/13       13.41     34
                                   03/09/14       12.37     32
                                   03/09/15       10.81     56
                                   03/10/12       12.60     28
                                   03/10/13       13.41     26
                                   03/10/14       12.37     48
                                   03/10/15       10.81     52
                                   03/11/12       12.60     34
                                   03/11/13       13.41     50
                                   03/11/14       12.37     48
                                   03/11/15       10.81     56
                                   03/12/12       12.60     50
                                   03/12/13       13.41     38
                                   03/12/14       12.37     48
                                   03/12/15       10.81     60
                                   04/01/12       12.60     34
                                   04/01/13       13.41     46
                                   04/01/14       12.37     44
                                   04/01/15       10.81     60
                                   04/02/12       12.60     44
                                   04/02/13       13.41     26
                                   04/02/14       12.37     48
                                   04/02/15       10.81     56
                                   04/03/12       12.60     36
                                   04/03/13       13.41     30
                                   04/03/14       12.37     44
                                   04/03/15       10.81     56
                                   04/04/12       12.60     30
                                   04/04/13       13.41     30
                                   04/04/14       12.37     38
                                   04/04/15       10.81     40
                                   04/05/12       12.60     30
                                   04/05/13       13.41     44
                                   04/05/14       12.37     22
                                   04/05/15       10.81     24
                                   04/06/12       12.60     44
                                   04/06/13       13.41     26
                                   04/06/14       12.37     24
                                   04/06/15       10.81     42
                                   04/07/12       12.60     32
                                   04/07/13       13.41     26
                                   04/07/14       12.37     46
                                   04/07/15       10.81     38
                                   04/08/12       12.60     30
                                   04/08/13       13.41     38
                                   04/08/14       12.37     50
                                   04/08/15       10.81     52
                                   04/09/12       12.60     44
                                   04/09/13       13.41     40
                                   04/09/14       12.37     52
                                   04/09/15       10.81     56
                                   04/10/12       12.60     50
                                   04/10/13       13.41     42
                                   04/10/14       12.37     52
                                   04/10/15       10.81     54
                                   04/11/12       12.60     50
                                   04/11/13       13.41     40
                                   04/11/14       12.37     46
                                   04/11/15       10.81     38
                                   04/12/12       12.60     50
                                   04/12/13       13.41     44
                                   04/12/14       12.37     30
                                   04/12/15       10.81     40
                                   05/01/12       10.47     44
                                   05/01/13       12.46     30
                                   05/01/14       11.48     36
                                   05/01/15       12.26     38
                                   05/02/12       10.47     42
                                   05/02/13       12.46     44
                                   05/02/14       11.48     50
                                   05/02/15       12.26     20
                                   05/03/12       10.47     58
                                   05/03/13       12.46     46
                                   05/03/14       11.48     40
                                   05/03/15       12.26     24
                                   05/04/12       10.47     58
                                   05/04/13       12.46     36
                                   05/04/14       11.48     36
                                   05/04/15       12.26     48
                                   05/05/12       10.47     40
                                   05/05/13       12.46     30
                                   05/05/14       11.48     50
                                   05/05/15       12.26     46
                                   05/06/12       10.47     42
                                   05/06/13       12.46     48
                                   05/06/14       11.48     54
                                   05/06/15       12.26     52
                                   05/07/12       10.47     60
                                   05/07/13       12.46     46
                                   05/07/14       11.48     54
                                   05/07/15       12.26     44
                                   05/08/12       10.47     60
                                   05/08/13       12.46     48
                                   05/08/14       11.48     54
                                   05/08/15       12.26     48
                                   05/09/12       10.47     62
                                   05/09/13       12.46     50
                                   05/09/14       11.48     48
                                   05/09/15       12.26     38
                                   05/10/12       10.47     58
                                   05/10/13       12.46     48
                                   05/10/14       11.48     40
                                   05/10/15       12.26     30
                                   05/11/12       10.47     62
                                   05/11/13       12.46     36
                                   05/11/14       11.48     40
                                   05/11/15       12.26     44
                                   05/12/12       10.47     42
                                   05/12/13       12.46     36
                                   05/12/14       11.48     50
                                   05/12/15       12.26     52
                                   06/01/12       10.47     60
                                   06/01/13       12.46     36
                                   06/01/14       11.48     40
                                   06/01/15       12.26     38
                                   06/02/12       10.47     46
                                   06/02/13       12.46     30
                                   06/02/14       11.48     54
                                   06/02/15       12.26     30
                                   06/03/12       10.47     42
                                   06/03/13       12.46     46
                                   06/03/14       11.48     56
                                   06/03/15       12.26     44
                                   06/04/12       10.47     42
                                   06/04/13       12.46     48
                                   06/04/14       11.48     52
                                   06/04/15       12.26     44
                                   06/05/12       10.47     40
                                   06/05/13       12.46     48
                                   06/05/14       11.48     56
                                   06/05/15       12.26     44
                                   06/06/12       10.47     38
                                   06/06/13       12.46     42
                                   06/06/14       11.48     54
                                   06/06/15       12.26     34
                                   06/07/12       10.47     62
                                   06/07/13       12.46     50
                                   06/07/14       11.48     34
                                   06/07/15       12.26     30
                                   06/08/12       10.47     56
                                   06/08/13       12.46     32
                                   06/08/14       11.48     40
                                   06/08/15       12.26     52
                                   06/09/12       10.47     46
                                   06/09/13       12.46     30
                                   06/09/14       11.48     52
                                   06/09/15       12.26     50
                                   06/10/12       10.47     38
                                   06/10/13       12.46     42
                                   06/10/14       11.48     34
                                   06/10/15       12.26     50
                                   06/11/12       10.47     58
                                   06/11/13       12.46     50
                                   06/11/14       11.48     36
                                   06/11/15       12.26     44
                                   06/12/12       10.47     64
                                   06/12/13       12.46     48
                                   06/12/14       11.48     38
                                   06/12/15       12.26     50
                                   07/01/12       10.47     38
                                   07/01/13       12.46     50
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                                   2/25/14        12.37     44
                                   2/25/15        10.81     56
                                   2/26/12        12.60     30
                                   2/26/13        13.41     42
                                   2/26/14        12.37     50
                                   2/26/15        10.81     56
                                   2/27/12        12.60     50
                                   2/27/13        13.41     42
                                   2/27/14        12.37     52
                                   2/27/15        10.81     60
                                   2/28/12        12.60     42
                                   2/28/13        13.41     44
                                   2/28/14        12.37     52
                                   2/28/15        10.81     42
                                   3/13/12        12.60     44
                                   3/13/13        13.41     44
                                   3/13/14        12.37     50
                                   3/13/15        10.81     52
                                   3/14/12        12.60     42
                                   3/14/13        13.41     40
                                   3/14/14        12.37     46
                                   3/14/15        10.81     36
                                   3/15/12        12.60     46
                                   3/15/13        13.41     38
                                   3/15/14        12.37     34
                                   3/15/15        10.81     38
                                   3/16/12        12.60     46
                                   3/16/13        13.41     28
                                   3/16/14        12.37     38
                                   3/16/15        10.81     52
                                   3/17/12        12.60     28
                                   3/17/13        13.41     26
                                   3/17/14        12.37     50
                                   3/17/15        10.81     58
                                   3/18/12        12.60     30
                                   3/18/13        13.41     40
                                   3/18/14        12.37     52
                                   3/18/15        10.81     58
                                   3/19/12        12.60     50
                                   3/19/13        13.41     38
                                   3/19/14        12.37     52
                                   3/19/15        10.81     54
                                   3/20/12        12.60     42
                                   3/20/13        13.41     38
                                   3/20/14        12.37     52
                                   3/20/15        10.81     54
                                   3/21/12        12.60     42
                                   3/21/13        13.41     40
                                   3/21/14        12.37     52
                                   3/21/15        10.81     36
                                   3/22/12        12.60     44
                                   3/22/13        13.41     40
                                   3/22/14        12.37     30
                                   3/22/15        10.81     36
                                   3/23/12        12.60     46
                                   3/23/13        13.41     26
                                   3/23/14        12.37     30
                                   3/23/15        10.81     60
                                   3/24/12        12.60     32
                                   3/24/13        13.41     30
                                   3/24/14        12.37     52
                                   3/24/15        10.81     58
                                   3/25/12        12.60     32
                                   3/25/13        13.41     38
                                   3/25/14        12.37     44
                                   3/25/15        10.81     54
                                   3/26/12        12.60     50
                                   3/26/13        13.41     44
                                   3/26/14        12.37     50
                                   3/26/15        10.81     60
                                   3/27/12        12.60     46
                                   3/27/13        13.41     42
                                   3/27/14        12.37     52
                                   3/27/15        10.81     54
                                   3/28/12        12.60     48
                                   3/28/13        13.41     46
                                   3/28/14        12.37     44
                                   3/28/15        10.81     36
                                   3/29/12        12.60     50
                                   3/29/13        13.41     40
                                   3/29/14        12.37     34
                                   3/29/15        10.81     36
                                   3/30/12        12.60     42
                                   3/30/13        13.41     28
                                   3/30/14        12.37     34
                                   3/30/15        10.81     56
                                   3/31/12        12.60     28
                                   3/31/13        13.41     30
                                   3/31/14        12.37     50
                                   3/31/15        10.81     56
                                   4/13/12        12.60     42
                                   4/13/13        13.41     26
                                   4/13/14        12.37     38
                                   4/13/15        10.81     60
                                   4/14/12        12.60     34
                                   4/14/13        13.41     28
                                   4/14/14        12.37     48
                                   4/14/15        10.81     56
                                   4/15/12        12.60     28
                                   4/15/13        13.41     44
                                   4/15/14        12.37     52
                                   4/15/15        12.26     50
                                   4/16/12        12.60     50
                                   4/16/13        13.41     42
                                   4/16/14        12.37     52
                                   4/16/15        12.26     50
                                   4/17/12        12.60     42
                                   4/17/13        13.41     42
                                   4/17/14        12.37     50
                                   4/17/15        12.26     46
                                   4/18/12        12.60     46
                                   4/18/13        13.41     42
                                   4/18/14        12.37     52
                                   4/18/15        12.26     32
                                   4/19/12        12.60     48
                                   4/19/13        13.41     44
                                   4/19/14        12.37     34
                                   4/19/15        12.26     34
                                   4/20/12        12.60     48
                                   4/20/13        13.41     26
                                   4/20/14        11.48     40
                                   4/20/15        12.26     46
                                   4/21/12        12.60     28
                                   4/21/13        13.41     32
                                   4/21/14        11.48     48
                                   4/21/15        12.26     46
                                   4/22/12        12.60     36
                                   4/22/13        13.41     46
                                   4/22/14        11.48     50
                                   4/22/15        12.26     50
                                   4/23/12        12.60     46
                                   4/23/13        13.41     46
                                   4/23/14        11.48     56
                                   4/23/15        12.26     50
                                   4/24/12        12.60     48
                                   4/24/13        13.41     46
                                   4/24/14        11.48     54
                                   4/24/15        12.26     48
                                   4/25/12        12.60     48
                                   4/25/13        12.46     42
                                   4/25/14        11.48     54
                                   4/25/15        12.26     32
                                   4/26/12        12.60     46
                                   4/26/13        12.46     44
                                   4/26/14        11.48     32
                                   4/26/15        12.26     38
                                   4/27/12        12.60     48
                                   4/27/13        12.46     36
                                   4/27/14        11.48     38
                                   4/27/15        12.26     48
                                   4/28/12        12.60     34
                                   4/28/13        12.46     38
                                   4/28/14        11.48     50
                                   4/28/15        12.26     50
                                   4/29/12        12.60     28
                                   4/29/13        12.46     36
                                   4/29/14        11.48     36
                                   4/29/15        12.26     44
                                   4/30/12        12.60     36
                                   4/30/13        12.46     34
                                   4/30/14        11.48     34
                                   4/30/15        12.26     46
                                   5/13/12        10.47     40
                                   5/13/13        12.46     50
                                   5/13/14        11.48     56
                                   5/13/15        12.26     52
                                   5/14/12        10.47     60
                                   5/14/13        12.46     50
                                   5/14/14        11.48     48
                                   5/14/15        12.26     50
                                   5/15/12        10.47     56
                                   5/15/13        12.46     42
                                   5/15/14        11.48     54
                                   5/15/15        12.26     48
                                   5/16/12        10.47     58
                                   5/16/13        12.46     50
                                   5/16/14        11.48     54
                                   5/16/15        12.26     34
                                   5/17/12        10.47     64
                                   5/17/13        12.46     48
                                   5/17/14        11.48     40
                                   5/17/15        12.26     34
                                   5/18/12        10.47     62
                                   5/18/13        12.46     30
                                   5/18/14        11.48     38
                                   5/18/15        12.26     52
                                   5/19/12        10.47     38
                                   5/19/13        12.46     36
                                   5/19/14        11.48     52
                                   5/19/15        12.26     52
                                   5/20/12        10.47     38
                                   5/20/13        12.46     50
                                   5/20/14        11.48     50
                                   5/20/15        12.26     50
                                   5/21/12        10.47     64
                                   5/21/13        12.46     46
                                   5/21/14        11.48     54
                                   5/21/15        12.26     50
                                   5/22/12        10.47     58
                                   5/22/13        12.46     48
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                                   5/22/15        12.26     44
                                   5/23/12        10.47     64
                                   5/23/13        12.46     50
                                   5/23/14        11.48     54
                                   5/23/15        12.26     38
                                   5/24/12        10.47     56
                                   5/24/13        12.46     42
                                   5/24/14        11.48     34
                                   5/24/15        12.26     30
                                   5/25/12        10.47     56
                                   5/25/13        12.46     30
                                   5/25/14        11.48     40
                                   5/25/15        12.26     50
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                                   5/26/13        12.46     34
                                   5/26/14        11.48     52
                                   5/26/15        12.26     46
                                   5/27/12        10.47     42
                                   5/27/13        12.46     50
                                   5/27/14        11.48     56
                                   5/27/15        12.26     52
                                   5/28/12        10.47     60
                                   5/28/13        12.46     48
                                   5/28/14        11.48     56
                                   5/28/15        12.26     50
                                   5/29/12        10.47     60
                                   5/29/13        12.46     50
                                   5/29/14        11.48     48
                                   5/29/15        12.26     52
                                   5/30/12        10.47     60
                                   5/30/13        12.46     50
                                   5/30/14        11.48     52
                                   5/30/15        12.26     34
                                   5/31/12        10.47     64
                                   5/31/13        12.46     42
                                   5/31/14        11.48     38
                                   5/31/15        12.26     26
                                   6/13/12        10.47     64
                                   6/13/13        12.46     42
                                   6/13/14        11.48     50
                                   6/13/15        12.26     32
                                   6/14/12        10.47     64
                                   6/14/13        12.46     46
                                   6/14/14        11.48     40
                                   6/14/15        12.26     30
                                   6/15/12        10.47     60
                                   6/15/13        12.46     38
                                   6/15/14        11.48     34
                                   6/15/15        12.26     52
                                   6/16/12        10.47     44
                                   6/16/13        12.46     38
                                   6/16/14        11.48     52
                                   6/16/15        12.26     48
                                   6/17/12        10.47     46
                                   6/17/13        12.46     42
                                   6/17/14        11.48     56
                                   6/17/15        12.26     50
                                   6/18/12        10.47     64
                                   6/18/13        12.46     42
                                   6/18/14        11.48     56
                                   6/18/15        12.26     48
                                   6/19/12        10.47     64
                                   6/19/13        12.46     48
                                   6/19/14        11.48     52
                                   6/19/15        12.26     44
                                   6/20/12        10.47     58
                                   6/20/13        12.46     48
                                   6/20/14        11.48     56
                                   6/20/15        12.26     38
                                   6/21/12        10.47     62
                                   6/21/13        12.46     42
                                   6/21/14        11.48     36
                                   6/21/15        12.26     32
                                   6/22/12        10.47     64
                                   6/22/13        12.46     22
                                   6/22/14        11.48     32
                                   6/22/15        12.26     46
                                   6/23/12        10.47     38
                                   6/23/13        12.46     24
                                   6/23/14        11.48     50
                                   6/23/15        12.26     46
                                   6/24/12        10.47     38
                                   6/24/13        12.46     34
                                   6/24/14        11.48     56
                                   6/24/15        12.26     50
                                   6/25/12        10.47     62
                                   6/25/13        12.46     44
                                   6/25/14        11.48     50
                                   6/25/15        12.26     48
                                   6/26/12        10.47     56
                                   6/26/13        12.46     42
                                   6/26/14        11.48     50
                                   6/26/15        12.26     46
                                   6/27/12        10.47     56
                                   6/27/13        12.46     48
                                   6/27/14        11.48     54
                                   6/27/15        12.26     36
                                   6/28/12        10.47     56
                                   6/28/13        12.46     50
                                   6/28/14        11.48     38
                                   6/28/15        12.26     34
                                   6/29/12        10.47     60
                                   6/29/13        12.46     36
                                   6/29/14        11.48     32
                                   6/29/15        12.26     48
                                   6/30/12        10.47     46
                                   6/30/13        12.46     32
                                   6/30/14        11.48     52
                                   6/30/15        12.26     52
                                   7/13/12        10.47     56
                                   7/13/13        12.46     32
                                   7/13/14        11.48     32
                                   7/13/15        12.26     46
                                   7/14/12        10.47     46
                                   7/14/13        12.46     30
                                   7/14/14        11.48     52
                                   7/14/15        12.26     46
                                   7/15/12        10.47     38
                                   7/15/13        12.46     48
                                   7/15/14        11.48     56
                                   7/15/15        12.26     48
                                   7/16/12        10.47     58
                                   7/16/13        12.46     50
                                   7/16/14        11.48     48
                                   7/16/15        12.26     44
                                   7/17/12        10.47     56
                                   7/17/13        12.46     48
                                   7/17/14        11.48     48
                                   7/17/15        12.26     48
                                   7/18/12        10.47     62
                                   7/18/13        12.46     50
                                   7/18/14        11.48     50
                                   7/18/15        12.26     36
                                   7/19/12        10.47     64
                                   7/19/13        12.46     46
                                   7/19/14        11.48     32
                                   7/19/15        12.26     34
                                   7/20/12        10.47     62
                                   7/20/13        12.46     32
                                   7/20/14        11.48     38
                                   7/20/15        12.26     46
                                   7/21/12        10.47     38
                                   7/21/13        12.46     38
                                   7/21/14        11.48     48
                                   7/21/15        12.26     48
                                   7/22/12        10.47     40
                                   7/22/13        12.46     44
                                   7/22/14        11.48     48
                                   7/22/15        12.26     48
                                   7/23/12        10.47     56
                                   7/23/13        12.46     46
                                   7/23/14        11.48     54
                                   7/23/15        12.26     44
                                   7/24/12        10.47     64
                                   7/24/13        12.46     50
                                   7/24/14        11.48     48
                                   7/24/15        12.26     50
                                   7/25/12        10.47     62
                                   7/25/13        12.46     50
                                   7/25/14        11.48     50
                                   7/25/15        12.26     30
                                   7/26/12        10.47     58
                                   7/26/13        12.46     50
                                   7/26/14        11.48     34
                                   7/26/15        12.26     38
                                   7/27/12        10.47     64
                                   7/27/13        12.46     32
                                   7/27/14        11.48     40
                                   7/27/15        12.26     46
                                   7/28/12        10.47     46
                                   7/28/13        12.46     36
                                   7/28/14        11.48     48
                                   7/28/15        12.26     48
                                   7/29/12        10.47     44
                                   7/29/13        12.46     46
                                   7/29/14        11.48     48
                                   7/29/15        12.26     46
                                   7/30/12        10.47     62
                                   7/30/13        12.46     50
                                   7/30/14        11.48     52
                                   7/30/15        12.26     52
                                   7/31/12        10.47     56
                                   7/31/13        12.46     42
                                   7/31/14        11.48     50
                                   7/31/15        12.26     48
                                   8/13/12        10.47     58
                                   8/13/13        12.46     50
                                   8/13/14        11.48     48
                                   8/13/15        11.26     50
                                   8/14/12        10.47     60
                                   8/14/13        12.46     48
                                   8/14/14        11.48     50
                                   8/14/15        11.26     56
                                   8/15/12        10.47     64
                                   8/15/13        12.46     44
                                   8/15/14        11.48     52
                                   8/15/15        11.26     36
                                   8/16/12        10.47     56
                                   8/16/13        12.46     44
                                   8/16/14        11.48     34
                                   8/16/15        11.26     34
                                   8/17/12        10.47     62
                                   8/17/13        12.46     36
                                   8/17/14        11.48     38
                                   8/17/15        11.26     54
                                   8/18/12        10.47     44
                                   8/18/13        12.46     34
                                   8/18/14        12.77     46
                                   8/18/15        11.26     50
                                   8/19/12        10.47     46
                                   8/19/13        12.46     48
                                   8/19/14        12.77     50
                                   8/19/15        11.26     54
                                   8/20/12        10.47     58
                                   8/20/13        12.46     48
                                   8/20/14        12.77     44
                                   8/20/15        11.26     54
                                   8/21/12        10.47     58
                                   8/21/13        12.46     48
                                   8/21/14        12.77     44
                                   8/21/15        11.26     50
                                   8/22/12        10.47     58
                                   8/22/13        12.46     50
                                   8/22/14        12.77     42
                                   8/22/15        11.26     38
                                   8/23/12        10.47     58
                                   8/23/13        10.45     56
                                   8/23/14        12.77     34
                                   8/23/15        11.26     36
                                   8/24/12        10.47     64
                                   8/24/13        10.45     38
                                   8/24/14        12.77     28
                                   8/24/15        11.26     52
                                   8/25/12        10.47     46
                                   8/25/13        10.45     40
                                   8/25/14        12.77     50
                                   8/25/15        11.26     54
                                   8/26/12        10.47     38
                                   8/26/13        10.45     60
                                   8/26/14        12.77     48
                                   8/26/15        11.26     56
                                   8/27/12        10.47     58
                                   8/27/13        10.45     56
                                   8/27/14        12.77     46
                                   8/27/15        11.26     56
                                   8/28/12        10.47     56
                                   8/28/13        10.45     70
                                   8/28/14        12.77     50
                                   8/28/15        11.26     50
                                   8/29/12        12.42     48
                                   8/29/13        10.45     72
                                   8/29/14        12.77     50
                                   8/29/15        11.26     42
                                   8/30/12        12.42     52
                                   8/30/13        10.45     70
                                   8/30/14        12.77     36
                                   8/30/15        11.26     38
                                   8/31/12        12.42     46
                                   8/31/13        10.45     44
                                   8/31/14        12.77     32
                                   8/31/15        11.26     54
                                   9/13/12        12.42     52
                                   9/13/13        10.45     56
                                   9/13/14        12.77     30
                                   9/14/12        12.42     52
                                   9/14/13        10.45     42
                                   9/14/14        12.77     28
                                   9/15/12        12.42     30
                                   9/15/13        10.45     38
                                   9/15/14        12.77     50
                                   9/16/12        12.42     36
                                   9/16/13        10.45     58
                                   9/16/14        12.77     48
                                   9/17/12        12.42     44
                                   9/17/13        10.45     62
                                   9/17/14        12.77     46
                                   9/18/12        12.42     44
                                   9/18/13        10.45     64
                                   9/18/14        12.77     46
                                   9/19/12        12.42     46
                                   9/19/13        10.45     60
                                   9/19/14        12.77     34
                                   9/20/12        12.42     46
                                   9/20/13        10.45     60
                                   9/20/14        12.77     24
                                   9/21/12        12.42     52
                                   9/21/13        10.45     44
                                   9/21/14        12.77     20
                                   9/22/12        12.42     30
                                   9/22/13        10.45     42
                                   9/22/14        12.77     50
                                   9/23/12        12.42     30
                                   9/23/13        10.45     62
                                   9/23/14        12.77     48
                                   9/24/12        12.42     52
                                   9/24/13        10.45     60
                                   9/24/14        12.77     48
                                   9/25/12        12.42     44
                                   9/25/13        10.45     62
                                   9/25/14        12.77     46
                                   9/26/12        12.42     46
                                   9/26/13        10.45     64
                                   9/26/14        12.77     44
                                   9/27/12        12.42     50
                                   9/27/13        10.45     62
                                   9/27/14        12.77     28
                                   9/28/12        12.42     50
                                   9/28/13        10.45     46
                                   9/28/14        12.77     30
                                   9/29/12        12.42     36
                                   9/29/13        10.45     40
                                   9/29/14        12.77     46
                                   9/30/12        12.42     38
                                   9/30/13        10.45     38
                                   9/30/14        12.77     50
Name: QUANTITY, dtype: int64

data1.shape
intermediate_data = b.reset_index()

(10808, 6)

data1.shape

(10808, 6)

b.shape

(10792,)

intermediate_data.head()

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY
0	1070	0	BURGER	01/01/12	15.5	46
1	1070	0	BURGER	01/01/13	15.5	60
2	1070	0	BURGER	01/01/14	15.5	72
3	1070	0	BURGER	01/01/15	14.0	66
4	1070	0	BURGER	01/02/12	15.5	70

intermediate_data['CALENDAR_DATE'].min()

'01/01/12'

intermediate_data['CALENDAR_DATE'].max()

'9/30/14'

combined_data = pd.merge(intermediate_data, date_info, on = 'CALENDAR_DATE')
combined_data.head()

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
0	1070	0	BURGER	1/13/12	15.50	100	2012	No Holiday	0	0	26.6	0
1	2051	2	BURGER	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
2	2051	2	COKE	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
3	2052	2	BURGER	1/13/12	12.75	26	2012	No Holiday	0	0	26.6	0
4	2052	2	LEMONADE	1/13/12	12.75	26	2012	No Holiday	0	0	26.6	0

combined_data.shape

(6696, 12)

combined_data[combined_data.isnull().any(axis=1)]

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR

np.unique(combined_data['HOLIDAY'])
np.unique(combined_data['IS_WEEKEND'])
np.unique(combined_data['IS_SCHOOLBREAK'])

array(['Dragon Boat Festivel', 'Labor Day', 'Luner New Year',
       'Mid-Autumn Day', 'No Holiday'], dtype=object)

array([0, 1])

array([0, 1])

bau_data = combined_data[(combined_data['HOLIDAY']=='No Holiday') & (combined_data['IS_SCHOOLBREAK']==0) & (combined_data['IS_WEEKEND']==0)]

bau_data.head()

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
0	1070	0	BURGER	1/13/12	15.50	100	2012	No Holiday	0	0	26.6	0
1	2051	2	BURGER	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
2	2051	2	COKE	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
3	2052	2	BURGER	1/13/12	12.75	26	2012	No Holiday	0	0	26.6	0
4	2052	2	LEMONADE	1/13/12	12.75	26	2012	No Holiday	0	0	26.6	0

bau_data.shape

(3768, 12)

np.unique(bau_data['HOLIDAY'])
np.unique(bau_data['IS_WEEKEND'])
np.unique(bau_data['IS_SCHOOLBREAK'])

array(['No Holiday'], dtype=object)

array([0])

array([0])

bau_data[bau_data['IS_WEEKEND']==1]

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR

bau_data[bau_data['HOLIDAY']!='No Holiday']

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR

# Data exploration
plt.hist(bau_data.ITEM_NAME)

(array([1884.,    0.,    0.,  942.,    0.,    0.,  471.,    0.,    0.,
         471.]),
 array([0. , 0.3, 0.6, 0.9, 1.2, 1.5, 1.8, 2.1, 2.4, 2.7, 3. ]),
 <a list of 10 Patch objects>)

plt.hist(bau_data.PRICE)

(array([ 411.,  388.,  441., 1159.,  790.,  108.,  122.,  111.,  174.,
          64.]),
 array([10.12 , 10.758, 11.396, 12.034, 12.672, 13.31 , 13.948, 14.586,
        15.224, 15.862, 16.5  ]),
 <a list of 10 Patch objects>)

plt.scatter(combined_data['PRICE'], combined_data['QUANTITY'])

<matplotlib.collections.PathCollection at 0x7fa2d17b0d90>

plt.scatter(bau_data['PRICE'], bau_data['QUANTITY'])

<matplotlib.collections.PathCollection at 0x7fa2c0b453d0>

sns.pairplot(combined_data[['PRICE','QUANTITY','ITEM_NAME']], hue = 'ITEM_NAME', plot_kws={'alpha':0.1})

<seaborn.axisgrid.PairGrid at 0x7fa2b0f0c410>

sns.pairplot(bau_data[['PRICE','QUANTITY','ITEM_NAME']], hue = 'ITEM_NAME', plot_kws={'alpha':0.1})

<seaborn.axisgrid.PairGrid at 0x7fa278e15d90>

The price density plot is bimodal. From the graph we can see that for all quantities, as the price is increased the quantity sold is decreased. Although coke is hidden in this view. We xan go ahead and calculate the price elasticities for this.

burger = combined_data[combined_data['ITEM_NAME'] == 'BURGER']
burger.head()
burger.shape
burger.describe()
sns.scatterplot(x = burger.PRICE, y = burger.QUANTITY )

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
0	1070	0	BURGER	1/13/12	15.50	100	2012	No Holiday	0	0	26.6	0
1	2051	2	BURGER	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
3	2052	2	BURGER	1/13/12	12.75	26	2012	No Holiday	0	0	26.6	0
5	2053	2	BURGER	1/13/12	12.60	58	2012	No Holiday	0	0	26.6	0
8	1070	0	BURGER	1/13/13	15.50	70	2013	No Holiday	1	0	30.2	0

(3348, 12)

	SELL_ID	SELL_CATEGORY	PRICE	QUANTITY	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	3348.000000	3348.000000	3348.000000	3348.000000	3348.000000	3348.000000	3348.000000	3348.000000	3348.000000
mean	1806.500000	1.500000	12.858572	44.974313	2013.351254	0.284349	0.200717	56.255914	0.878136
std	425.282579	0.866155	1.565046	25.747886	1.062567	0.451171	0.400596	19.996348	0.327177
min	1070.000000	0.000000	10.120000	8.000000	2012.000000	0.000000	0.000000	14.000000	0.000000
25%	1805.750000	1.500000	11.530000	24.000000	2012.000000	0.000000	0.000000	35.600000	1.000000
50%	2051.500000	2.000000	12.640000	36.000000	2013.000000	0.000000	0.000000	59.000000	1.000000
75%	2052.250000	2.000000	13.557500	60.000000	2014.000000	1.000000	0.000000	75.200000	1.000000
max	2053.000000	2.000000	16.500000	124.000000	2015.000000	1.000000	1.000000	87.800000	1.000000

<matplotlib.axes._subplots.AxesSubplot at 0x7fa281272e50>

From the above scatter plot it is clearly visible that there must be different types of burgers being sold. Now let's see the same distributin whenwe differentiate with SELL_ID which indicates if the burger was a part of the combo and hence, must be treated separately.

burger = combined_data[combined_data['ITEM_NAME'] == 'BURGER']
# print(burger)
# print(burger.describe())
sns.scatterplot(data = burger, x = burger.PRICE, y = burger.QUANTITY , hue = 'SELL_ID', legend=False, alpha = 0.1)

<matplotlib.axes._subplots.AxesSubplot at 0x7fa2d1c13610>

np.unique(combined_data.SELL_ID)

array([1070, 2051, 2052, 2053])

np.unique(combined_data.SELL_CATEGORY)

array([0, 2])

burger_1070 = combined_data[(combined_data['ITEM_NAME'] == 'BURGER') & (combined_data['SELL_ID'] == 1070)]

burger_1070.head()
burger_1070.describe()
sns.scatterplot(data = burger_1070, x = burger_1070.PRICE, y = burger_1070.QUANTITY, alpha = 0.1)

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
0	1070	0	BURGER	1/13/12	15.5	100	2012	No Holiday	0	0	26.6	0
8	1070	0	BURGER	1/13/13	15.5	70	2013	No Holiday	1	0	30.2	0
16	1070	0	BURGER	1/13/14	15.5	104	2014	No Holiday	0	0	28.4	0
24	1070	0	BURGER	1/13/15	14.0	116	2015	No Holiday	0	0	28.4	0
32	1070	0	BURGER	1/14/12	15.5	74	2012	No Holiday	1	0	23.0	0

	SELL_ID	SELL_CATEGORY	PRICE	QUANTITY	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	837.0	837.0	837.000000	837.000000	837.000000	837.000000	837.000000	837.000000	837.000000
mean	1070.0	0.0	15.154719	82.685783	2013.351254	0.284349	0.200717	56.255914	0.878136
std	0.0	0.0	0.744770	15.981238	1.063043	0.451373	0.400776	20.005316	0.327324
min	1070.0	0.0	14.000000	40.000000	2012.000000	0.000000	0.000000	14.000000	0.000000
25%	1070.0	0.0	14.500000	68.000000	2012.000000	0.000000	0.000000	35.600000	1.000000
50%	1070.0	0.0	15.500000	86.000000	2013.000000	0.000000	0.000000	59.000000	1.000000
75%	1070.0	0.0	15.500000	92.000000	2014.000000	1.000000	0.000000	75.200000	1.000000
max	1070.0	0.0	16.500000	124.000000	2015.000000	1.000000	1.000000	87.800000	1.000000

<matplotlib.axes._subplots.AxesSubplot at 0x7fa2813cfc50>

Modeling

# This is for the combined data
burger_model = ols("QUANTITY ~ PRICE", data=burger_1070).fit()
print(burger_model.summary())
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_partregress_grid(burger_model, fig=fig)

                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.156
Model:                            OLS   Adj. R-squared:                  0.155
Method:                 Least Squares   F-statistic:                     153.9
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           1.45e-32
Time:                        13:18:36   Log-Likelihood:                -3436.0
No. Observations:                 837   AIC:                             6876.
Df Residuals:                     835   BIC:                             6885.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    210.9859     10.353     20.379      0.000     190.665     231.307
PRICE         -8.4660      0.682    -12.407      0.000      -9.805      -7.127
==============================================================================
Omnibus:                       42.869   Durbin-Watson:                   1.714
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               34.664
Skew:                          -0.414   Prob(JB):                     2.97e-08
Kurtosis:                       2.446   Cond. No.                         311.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

burger = bau_data[bau_data['ITEM_NAME'] == 'BURGER']
burger.head()
burger.shape
burger.describe()
sns.scatterplot(x = burger.PRICE, y = burger.QUANTITY )

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
0	1070	0	BURGER	1/13/12	15.50	100	2012	No Holiday	0	0	26.6	0
1	2051	2	BURGER	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
3	2052	2	BURGER	1/13/12	12.75	26	2012	No Holiday	0	0	26.6	0
5	2053	2	BURGER	1/13/12	12.60	58	2012	No Holiday	0	0	26.6	0
16	1070	0	BURGER	1/13/14	15.50	104	2014	No Holiday	0	0	28.4	0

(1884, 12)

	SELL_ID	SELL_CATEGORY	PRICE	QUANTITY	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	1884.000000	1884.000000	1884.000000	1884.000000	1884.000000	1884.0	1884.0	1884.000000	1884.000000
mean	1806.500000	1.500000	12.830340	49.562633	2013.186837	0.0	0.0	53.691720	0.883227
std	425.331956	0.866255	1.567257	27.309516	1.058620	0.0	0.0	18.721922	0.321235
min	1070.000000	0.000000	10.120000	16.000000	2012.000000	0.0	0.0	14.000000	0.000000
25%	1805.750000	1.500000	11.530000	28.000000	2012.000000	0.0	0.0	35.600000	1.000000
50%	2051.500000	2.000000	12.640000	40.000000	2013.000000	0.0	0.0	53.600000	1.000000
75%	2052.250000	2.000000	13.557500	74.000000	2014.000000	0.0	0.0	71.600000	1.000000
max	2053.000000	2.000000	16.500000	124.000000	2015.000000	0.0	0.0	87.800000	1.000000

<matplotlib.axes._subplots.AxesSubplot at 0x7fa279014510>

burger = bau_data[bau_data['ITEM_NAME'] == 'BURGER']
# print(burger)
# print(burger.describe())
sns.scatterplot(data = burger, x = burger.PRICE, y = burger.QUANTITY , hue = 'SELL_ID', legend=False, alpha = 0.1)

<matplotlib.axes._subplots.AxesSubplot at 0x7fa278fc9b10>

np.unique(bau_data.SELL_ID)

array([1070, 2051, 2052, 2053])

np.unique(bau_data.SELL_CATEGORY)

array([0, 2])

burger_1070 = bau_data[(bau_data['ITEM_NAME'] == 'BURGER') & (bau_data['SELL_ID'] == 1070)]

burger_1070.head()
burger_1070.describe()
sns.scatterplot(data = burger_1070, x = burger_1070.PRICE, y = burger_1070.QUANTITY, alpha = 0.1)

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
0	1070	0	BURGER	1/13/12	15.5	100	2012	No Holiday	0	0	26.6	0
16	1070	0	BURGER	1/13/14	15.5	104	2014	No Holiday	0	0	28.4	0
24	1070	0	BURGER	1/13/15	14.0	116	2015	No Holiday	0	0	28.4	0
48	1070	0	BURGER	1/14/14	15.5	86	2014	No Holiday	0	0	28.4	1
56	1070	0	BURGER	1/14/15	14.0	122	2015	No Holiday	0	0	30.2	0

	SELL_ID	SELL_CATEGORY	PRICE	QUANTITY	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	471.0	471.0	471.000000	471.000000	471.000000	471.0	471.0	471.000000	471.000000
mean	1070.0	0.0	15.124204	91.622081	2013.186837	0.0	0.0	53.691720	0.883227
std	0.0	0.0	0.705577	9.437897	1.059464	0.0	0.0	18.736854	0.321491
min	1070.0	0.0	14.000000	74.000000	2012.000000	0.0	0.0	14.000000	0.000000
25%	1070.0	0.0	14.500000	86.000000	2012.000000	0.0	0.0	35.600000	1.000000
50%	1070.0	0.0	15.500000	90.000000	2013.000000	0.0	0.0	53.600000	1.000000
75%	1070.0	0.0	15.500000	98.000000	2014.000000	0.0	0.0	70.700000	1.000000
max	1070.0	0.0	16.500000	124.000000	2015.000000	0.0	0.0	87.800000	1.000000

<matplotlib.axes._subplots.AxesSubplot at 0x7fa2728e3c10>

As you can see, the scatter plot is much cleaner. Although there does seem to be 2 separate trends

burger_model = ols("QUANTITY ~ PRICE", data=burger_1070).fit()
print(burger_model.summary())
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_partregress_grid(burger_model, fig=fig)

                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.486
Model:                            OLS   Adj. R-squared:                  0.485
Method:                 Least Squares   F-statistic:                     444.2
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           7.16e-70
Time:                        13:23:41   Log-Likelihood:                -1568.2
No. Observations:                 471   AIC:                             3140.
Df Residuals:                     469   BIC:                             3149.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    232.7193      6.702     34.726      0.000     219.550     245.888
PRICE         -9.3292      0.443    -21.077      0.000     -10.199      -8.459
==============================================================================
Omnibus:                      152.164   Durbin-Watson:                   1.040
Prob(Omnibus):                  0.000   Jarque-Bera (JB):              339.594
Skew:                           1.724   Prob(JB):                     1.81e-74
Kurtosis:                       5.326   Cond. No.                         327.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

Let's look at the bau data again to see if there is anything els ein the data we can use to further refine our model.

bau_data.head()

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
0	1070	0	BURGER	1/13/12	15.50	100	2012	No Holiday	0	0	26.6	0
1	2051	2	BURGER	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
2	2051	2	COKE	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
3	2052	2	BURGER	1/13/12	12.75	26	2012	No Holiday	0	0	26.6	0
4	2052	2	LEMONADE	1/13/12	12.75	26	2012	No Holiday	0	0	26.6	0

bau2_data = combined_data[(combined_data['HOLIDAY']=='No Holiday') & (combined_data['IS_SCHOOLBREAK']==0) & (combined_data['IS_WEEKEND']==0) & (combined_data['IS_OUTDOOR']==1)]

burger_1070 = bau2_data[(bau2_data['ITEM_NAME'] == 'BURGER') & (bau2_data['SELL_ID'] == 1070)]

burger_1070.head()
burger_1070.describe()
sns.scatterplot(data = burger_1070, x = burger_1070.PRICE, y = burger_1070.QUANTITY, alpha = 0.1)

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
48	1070	0	BURGER	1/14/14	15.5	86	2014	No Holiday	0	0	28.4	1
88	1070	0	BURGER	1/15/15	14.0	104	2015	No Holiday	0	0	32.0	1
120	1070	0	BURGER	1/16/15	14.0	100	2015	No Holiday	0	0	32.0	1
448	1070	0	BURGER	1/27/12	15.5	86	2012	No Holiday	0	0	32.0	1
576	1070	0	BURGER	1/31/12	15.5	84	2012	No Holiday	0	0	32.0	1

	SELL_ID	SELL_CATEGORY	PRICE	QUANTITY	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	416.0	416.0	416.000000	416.000000	416.000000	416.0	416.0	416.000000	416.0
mean	1070.0	0.0	15.139423	89.274038	2013.201923	0.0	0.0	57.282212	1.0
std	0.0	0.0	0.709511	6.811889	1.076628	0.0	0.0	16.890613	0.0
min	1070.0	0.0	14.000000	74.000000	2012.000000	0.0	0.0	26.600000	1.0
25%	1070.0	0.0	14.500000	84.000000	2012.000000	0.0	0.0	41.000000	1.0
50%	1070.0	0.0	15.000000	88.000000	2013.000000	0.0	0.0	59.000000	1.0
75%	1070.0	0.0	15.500000	94.000000	2014.000000	0.0	0.0	71.600000	1.0
max	1070.0	0.0	16.500000	104.000000	2015.000000	0.0	0.0	87.800000	1.0

<matplotlib.axes._subplots.AxesSubplot at 0x7fa279030590>

burger_model = ols("QUANTITY ~ PRICE", data=burger_1070).fit()
print(burger_model.summary())
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_ccpr(burger_model, "PRICE")

                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.813
Model:                            OLS   Adj. R-squared:                  0.813
Method:                 Least Squares   F-statistic:                     1804.
Date:                Sat, 20 Jun 2020   Prob (F-statistic):          5.51e-153
Time:                        13:27:46   Log-Likelihood:                -1038.8
No. Observations:                 416   AIC:                             2082.
Df Residuals:                     414   BIC:                             2090.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    220.3600      3.090     71.322      0.000     214.287     226.433
PRICE         -8.6586      0.204    -42.474      0.000      -9.059      -8.258
==============================================================================
Omnibus:                      281.738   Durbin-Watson:                   1.989
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               25.687
Skew:                           0.012   Prob(JB):                     2.64e-06
Kurtosis:                       1.783   Cond. No.                         326.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

<Figure size 864x576 with 0 Axes>

fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_regress_exog(burger_model, "PRICE", fig=fig)

burger_2051 = combined_data[(combined_data['ITEM_NAME'] == 'BURGER') & (combined_data['SELL_ID'] == 2051)]

burger_2051.head()
burger_2051.describe()
sns.scatterplot(data = burger_2051, x = burger_2051.PRICE, y = burger_2051.QUANTITY, alpha = 0.1)

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
1	2051	2	BURGER	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
9	2051	2	BURGER	1/13/13	13.13	26	2013	No Holiday	1	0	30.2	0
17	2051	2	BURGER	1/13/14	13.27	38	2014	No Holiday	0	0	28.4	0
25	2051	2	BURGER	1/13/15	11.53	38	2015	No Holiday	0	0	28.4	0
33	2051	2	BURGER	1/14/12	12.73	24	2012	No Holiday	1	0	23.0	0

	SELL_ID	SELL_CATEGORY	PRICE	QUANTITY	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	837.0	837.0	837.000000	837.000000	837.000000	837.000000	837.000000	837.000000	837.000000
mean	2051.0	2.0	12.368017	29.498208	2013.351254	0.284349	0.200717	56.255914	0.878136
std	0.0	0.0	0.726329	5.782878	1.063043	0.451373	0.400776	20.005316	0.327324
min	2051.0	2.0	10.970000	12.000000	2012.000000	0.000000	0.000000	14.000000	0.000000
25%	2051.0	2.0	11.530000	26.000000	2012.000000	0.000000	0.000000	35.600000	1.000000
50%	2051.0	2.0	12.660000	30.000000	2013.000000	0.000000	0.000000	59.000000	1.000000
75%	2051.0	2.0	13.080000	34.000000	2014.000000	1.000000	0.000000	75.200000	1.000000
max	2051.0	2.0	13.270000	46.000000	2015.000000	1.000000	1.000000	87.800000	1.000000

<matplotlib.axes._subplots.AxesSubplot at 0x7fa2791140d0>

burger_model = ols("QUANTITY ~ PRICE", data=burger_2051).fit()
print(burger_model.summary())
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_partregress_grid(burger_model, fig=fig)

                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.130
Model:                            OLS   Adj. R-squared:                  0.129
Method:                 Least Squares   F-statistic:                     124.7
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           4.45e-27
Time:                        13:42:44   Log-Likelihood:                -2597.8
No. Observations:                 837   AIC:                             5200.
Df Residuals:                     835   BIC:                             5209.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept     64.9906      3.184     20.411      0.000      58.741      71.240
PRICE         -2.8697      0.257    -11.166      0.000      -3.374      -2.365
==============================================================================
Omnibus:                       24.502   Durbin-Watson:                   1.779
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               22.439
Skew:                          -0.347   Prob(JB):                     1.34e-05
Kurtosis:                       2.599   Cond. No.                         213.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

coke = combined_data[combined_data['ITEM_NAME'] == 'COKE']
coke.head()
coke.shape
coke.describe()
sns.scatterplot(x = coke.PRICE, y = coke.QUANTITY , alpha = 0.1)

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
2	2051	2	COKE	1/13/12	12.73	40	2012	No Holiday	0	0	26.6	0
7	2053	2	COKE	1/13/12	12.60	58	2012	No Holiday	0	0	26.6	0
10	2051	2	COKE	1/13/13	13.13	26	2013	No Holiday	1	0	30.2	0
15	2053	2	COKE	1/13/13	13.41	32	2013	No Holiday	1	0	30.2	0
18	2051	2	COKE	1/13/14	13.27	38	2014	No Holiday	0	0	28.4	0

(1674, 12)

	SELL_ID	SELL_CATEGORY	PRICE	QUANTITY	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	1674.000000	1674.0	1674.000000	1674.000000	1674.000000	1674.000000	1674.000000	1674.000000	1674.000000
mean	2052.000000	2.0	12.151326	38.150538	2013.351254	0.284349	0.200717	56.255914	0.878136
std	1.000299	0.0	0.871405	11.861375	1.062726	0.451239	0.400656	19.999336	0.327226
min	2051.000000	2.0	10.450000	12.000000	2012.000000	0.000000	0.000000	14.000000	0.000000
25%	2051.000000	2.0	11.490000	30.000000	2012.000000	0.000000	0.000000	35.600000	1.000000
50%	2052.000000	2.0	12.370000	36.000000	2013.000000	0.000000	0.000000	59.000000	1.000000
75%	2053.000000	2.0	12.770000	48.000000	2014.000000	1.000000	0.000000	75.200000	1.000000
max	2053.000000	2.0	13.410000	74.000000	2015.000000	1.000000	1.000000	87.800000	1.000000

<matplotlib.axes._subplots.AxesSubplot at 0x7fa2a0061d90>

coke_model = ols("QUANTITY ~ PRICE", data=coke).fit()
print(coke_model.summary())
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_partregress_grid(coke_model, fig=fig)
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_regress_exog(coke_model, 'PRICE', fig=fig)

                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.246
Model:                            OLS   Adj. R-squared:                  0.245
Method:                 Least Squares   F-statistic:                     544.2
Date:                Sat, 20 Jun 2020   Prob (F-statistic):          1.94e-104
Time:                        13:43:53   Log-Likelihood:                -6279.2
No. Observations:                1674   AIC:                         1.256e+04
Df Residuals:                    1672   BIC:                         1.257e+04
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    120.1140      3.522     34.100      0.000     113.205     127.023
PRICE         -6.7452      0.289    -23.329      0.000      -7.312      -6.178
==============================================================================
Omnibus:                      122.436   Durbin-Watson:                   2.565
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               47.133
Skew:                           0.154   Prob(JB):                     5.82e-11
Kurtosis:                       2.238   Cond. No.                         172.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

df = combined_data[combined_data['ITEM_NAME'] == 'COFFEE']
df.head()
df.shape
df.describe()
sns.scatterplot(x = df.PRICE, y = df.QUANTITY , alpha = 0.1)

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
6	2053	2	COFFEE	1/13/12	12.60	58	2012	No Holiday	0	0	26.6	0
14	2053	2	COFFEE	1/13/13	13.41	32	2013	No Holiday	1	0	30.2	0
22	2053	2	COFFEE	1/13/14	12.37	60	2014	No Holiday	0	0	28.4	0
30	2053	2	COFFEE	1/13/15	10.81	66	2015	No Holiday	0	0	28.4	0
38	2053	2	COFFEE	1/14/12	12.60	42	2012	No Holiday	1	0	23.0	0

(837, 12)

	SELL_ID	SELL_CATEGORY	PRICE	QUANTITY	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	837.0	837.0	837.000000	837.000000	837.000000	837.000000	837.000000	837.000000	837.000000
mean	2053.0	2.0	11.934636	46.802867	2013.351254	0.284349	0.200717	56.255914	0.878136
std	0.0	0.0	0.947643	9.909910	1.063043	0.451373	0.400776	20.005316	0.327324
min	2053.0	2.0	10.450000	20.000000	2012.000000	0.000000	0.000000	14.000000	0.000000
25%	2053.0	2.0	10.810000	40.000000	2012.000000	0.000000	0.000000	35.600000	1.000000
50%	2053.0	2.0	12.370000	48.000000	2013.000000	0.000000	0.000000	59.000000	1.000000
75%	2053.0	2.0	12.600000	54.000000	2014.000000	1.000000	0.000000	75.200000	1.000000
max	2053.0	2.0	13.410000	74.000000	2015.000000	1.000000	1.000000	87.800000	1.000000

<matplotlib.axes._subplots.AxesSubplot at 0x7fa278feb790>

model = ols("QUANTITY ~ PRICE", data=df).fit()
print(model.summary())
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_partregress_grid(model, fig=fig)
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_regress_exog(model, 'PRICE', fig=fig)

                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.281
Model:                            OLS   Adj. R-squared:                  0.281
Method:                 Least Squares   F-statistic:                     327.0
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           6.20e-62
Time:                        13:44:39   Log-Likelihood:                -2968.5
No. Observations:                 837   AIC:                             5941.
Df Residuals:                     835   BIC:                             5951.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    113.0116      3.673     30.770      0.000     105.803     120.220
PRICE         -5.5476      0.307    -18.084      0.000      -6.150      -4.945
==============================================================================
Omnibus:                       42.439   Durbin-Watson:                   1.699
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               38.502
Skew:                          -0.463   Prob(JB):                     4.36e-09
Kurtosis:                       2.505   Cond. No.                         152.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

df = combined_data[combined_data['ITEM_NAME'] == 'LEMONADE']
df.head()
df.shape
df.describe()
sns.scatterplot(x = df.PRICE, y = df.QUANTITY , alpha = 0.1)

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
4	2052	2	LEMONADE	1/13/12	12.75	26	2012	No Holiday	0	0	26.6	0
12	2052	2	LEMONADE	1/13/13	12.64	18	2013	No Holiday	1	0	30.2	0
20	2052	2	LEMONADE	1/13/14	11.96	24	2014	No Holiday	0	0	28.4	0
28	2052	2	LEMONADE	1/13/15	11.45	28	2015	No Holiday	0	0	28.4	0
36	2052	2	LEMONADE	1/14/12	12.75	20	2012	No Holiday	1	0	23.0	0

(837, 12)

	SELL_ID	SELL_CATEGORY	PRICE	QUANTITY	YEAR	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR
count	837.0	837.0	837.000000	837.000000	837.000000	837.000000	837.000000	837.000000	837.000000
mean	2052.0	2.0	11.976918	20.910394	2013.351254	0.284349	0.200717	56.255914	0.878136
std	0.0	0.0	0.820698	4.514501	1.063043	0.451373	0.400776	20.005316	0.327324
min	2052.0	2.0	10.120000	8.000000	2012.000000	0.000000	0.000000	14.000000	0.000000
25%	2052.0	2.0	11.360000	18.000000	2012.000000	0.000000	0.000000	35.600000	1.000000
50%	2052.0	2.0	12.260000	20.000000	2013.000000	0.000000	0.000000	59.000000	1.000000
75%	2052.0	2.0	12.720000	24.000000	2014.000000	1.000000	0.000000	75.200000	1.000000
max	2052.0	2.0	12.850000	34.000000	2015.000000	1.000000	1.000000	87.800000	1.000000

<matplotlib.axes._subplots.AxesSubplot at 0x7fa2b169be90>

model = ols("QUANTITY ~ PRICE", data=df).fit()
print(model.summary())
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_partregress_grid(model, fig=fig)
fig = plt.figure(figsize=(12,8))
fig = sm.graphics.plot_regress_exog(model, 'PRICE', fig=fig)

                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.215
Model:                            OLS   Adj. R-squared:                  0.214
Method:                 Least Squares   F-statistic:                     228.7
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           7.46e-46
Time:                        13:45:48   Log-Likelihood:                -2347.4
No. Observations:                 837   AIC:                             4699.
Df Residuals:                     835   BIC:                             4708.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept     51.4615      2.025     25.416      0.000      47.487      55.436
PRICE         -2.5508      0.169    -15.124      0.000      -2.882      -2.220
==============================================================================
Omnibus:                       11.783   Durbin-Watson:                   1.702
Prob(Omnibus):                  0.003   Jarque-Bera (JB):               10.425
Skew:                          -0.214   Prob(JB):                      0.00545
Kurtosis:                       2.659   Cond. No.                         177.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

elasticities = {}

def create_model_and_find_elasticity(data):
    model = ols("QUANTITY ~ PRICE", data).fit()
    price_elasticity = model.params[1]
    print("Price elasticity of the product: " + str(price_elasticity))
    print(model.summary())
    fig = plt.figure(figsize=(12,8))
    fig = sm.graphics.plot_partregress_grid(model, fig=fig)
    return price_elasticity, model

price_elasticity, model_burger_1070 = create_model_and_find_elasticity(burger_1070)
elasticities['burger_1070'] = price_elasticity

Price elasticity of the product: -8.658581488470569
                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.813
Model:                            OLS   Adj. R-squared:                  0.813
Method:                 Least Squares   F-statistic:                     1804.
Date:                Sat, 20 Jun 2020   Prob (F-statistic):          5.51e-153
Time:                        15:02:56   Log-Likelihood:                -1038.8
No. Observations:                 416   AIC:                             2082.
Df Residuals:                     414   BIC:                             2090.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    220.3600      3.090     71.322      0.000     214.287     226.433
PRICE         -8.6586      0.204    -42.474      0.000      -9.059      -8.258
==============================================================================
Omnibus:                      281.738   Durbin-Watson:                   1.989
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               25.687
Skew:                           0.012   Prob(JB):                     2.64e-06
Kurtosis:                       1.783   Cond. No.                         326.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

burger2051_data = bau2_data[(bau2_data['ITEM_NAME'] == "BURGER") & (bau2_data['SELL_ID'] == 2051)]
elasticities['burger_2051'], model_burger_2051 = create_model_and_find_elasticity(burger2051_data)

Price elasticity of the product: -3.618990615456312
                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.467
Model:                            OLS   Adj. R-squared:                  0.466
Method:                 Least Squares   F-statistic:                     363.3
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           1.34e-58
Time:                        15:03:01   Log-Likelihood:                -1021.5
No. Observations:                 416   AIC:                             2047.
Df Residuals:                     414   BIC:                             2055.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept     76.1394      2.340     32.540      0.000      71.540      80.739
PRICE         -3.6190      0.190    -19.060      0.000      -3.992      -3.246
==============================================================================
Omnibus:                      248.712   Durbin-Watson:                   2.050
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               25.007
Skew:                           0.033   Prob(JB):                     3.71e-06
Kurtosis:                       1.801   Cond. No.                         209.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

burger2052_data = bau2_data[(bau2_data['ITEM_NAME'] == "BURGER") & (bau2_data['SELL_ID'] == 2052)]
elasticities['burger_2052'], model_burger_2052 = create_model_and_find_elasticity(burger2052_data)

Price elasticity of the product: -2.856702984559962
                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.433
Model:                            OLS   Adj. R-squared:                  0.432
Method:                 Least Squares   F-statistic:                     316.5
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           5.32e-53
Time:                        15:03:02   Log-Likelihood:                -1014.7
No. Observations:                 416   AIC:                             2033.
Df Residuals:                     414   BIC:                             2041.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept     56.2243      1.927     29.177      0.000      52.436      60.012
PRICE         -2.8567      0.161    -17.790      0.000      -3.172      -2.541
==============================================================================
Omnibus:                      139.808   Durbin-Watson:                   1.864
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               21.201
Skew:                           0.025   Prob(JB):                     2.49e-05
Kurtosis:                       1.895   Cond. No.                         171.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

burger2053_data = bau2_data[(bau2_data['ITEM_NAME'] == "BURGER") & (bau2_data['SELL_ID'] == 2053)]
elasticities['burger_2053'], model_burger_2053 = create_model_and_find_elasticity(burger2053_data)

Price elasticity of the product: -6.164156666230159
                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.812
Model:                            OLS   Adj. R-squared:                  0.811
Method:                 Least Squares   F-statistic:                     1784.
Date:                Sat, 20 Jun 2020   Prob (F-statistic):          3.72e-152
Time:                        15:03:03   Log-Likelihood:                -1035.7
No. Observations:                 416   AIC:                             2075.
Df Residuals:                     414   BIC:                             2083.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    124.1417      1.742     71.270      0.000     120.718     127.566
PRICE         -6.1642      0.146    -42.234      0.000      -6.451      -5.877
==============================================================================
Omnibus:                      147.014   Durbin-Watson:                   2.072
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               22.306
Skew:                          -0.110   Prob(JB):                     1.43e-05
Kurtosis:                       1.887   Cond. No.                         146.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

coke_data = bau2_data[bau2_data['ITEM_NAME'] == "COKE"]
create_model_and_find_elasticity(coke_data)

Price elasticity of the product: -7.4601034850849945
                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.360
Model:                            OLS   Adj. R-squared:                  0.359
Method:                 Least Squares   F-statistic:                     466.3
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           2.00e-82
Time:                        15:03:03   Log-Likelihood:                -2994.5
No. Observations:                 832   AIC:                             5993.
Df Residuals:                     830   BIC:                             6002.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    131.4732      4.190     31.374      0.000     123.248     139.698
PRICE         -7.4601      0.345    -21.595      0.000      -8.138      -6.782
==============================================================================
Omnibus:                    24451.659   Durbin-Watson:                   3.618
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               67.918
Skew:                          -0.113   Prob(JB):                     1.79e-15
Kurtosis:                       1.619   Cond. No.                         167.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

(-7.4601034850849945,
 <statsmodels.regression.linear_model.RegressionResultsWrapper at 0x7fa2d2b62cd0>)

2 coke are available in combo, while 1 is available as single.. So it is likely that the bottom distribution belongs to single purchases of coke. Let's verfy this

coke_data = bau2_data[(bau2_data['ITEM_NAME'] == "COKE") & (bau2_data['SELL_ID'] == 3067)]
elasticities['coke_3067'], model_coke_3067 = create_model_and_find_elasticity(coke_data)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-124-e663ec0eb9c4> in <module>
      1 coke_data = bau2_data[(bau2_data['ITEM_NAME'] == "COKE") & (bau2_data['SELL_ID'] == 3067)]
----> 2 elasticities['coke_3067'], model_coke_3067 = create_model_and_find_elasticity(coke_data)

<ipython-input-118-b7d99d2a619e> in create_model_and_find_elasticity(data)
      1 def create_model_and_find_elasticity(data):
----> 2     model = ols("QUANTITY ~ PRICE", data).fit()
      3     price_elasticity = model.params[1]
      4     print("Price elasticity of the product: " + str(price_elasticity))
      5     print(model.summary())

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in from_formula(cls, formula, data, subset, drop_cols, *args, **kwargs)
    192                        'formula': formula,  # attach formula for unpckling
    193                        'design_info': design_info})
--> 194         mod = cls(endog, exog, *args, **kwargs)
    195         mod.formula = formula
    196 

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/regression/linear_model.py in __init__(self, endog, exog, missing, hasconst, **kwargs)
    857                  **kwargs):
    858         super(OLS, self).__init__(endog, exog, missing=missing,
--> 859                                   hasconst=hasconst, **kwargs)
    860         if "weights" in self._init_keys:
    861             self._init_keys.remove("weights")

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/regression/linear_model.py in __init__(self, endog, exog, weights, missing, hasconst, **kwargs)
    700             weights = weights.squeeze()
    701         super(WLS, self).__init__(endog, exog, missing=missing,
--> 702                                   weights=weights, hasconst=hasconst, **kwargs)
    703         nobs = self.exog.shape[0]
    704         weights = self.weights

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/regression/linear_model.py in __init__(self, endog, exog, **kwargs)
    188     """
    189     def __init__(self, endog, exog, **kwargs):
--> 190         super(RegressionModel, self).__init__(endog, exog, **kwargs)
    191         self._data_attr.extend(['pinv_wexog', 'wendog', 'wexog', 'weights'])
    192 

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in __init__(self, endog, exog, **kwargs)
    234 
    235     def __init__(self, endog, exog=None, **kwargs):
--> 236         super(LikelihoodModel, self).__init__(endog, exog, **kwargs)
    237         self.initialize()
    238 

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in __init__(self, endog, exog, **kwargs)
     75         hasconst = kwargs.pop('hasconst', None)
     76         self.data = self._handle_data(endog, exog, missing, hasconst,
---> 77                                       **kwargs)
     78         self.k_constant = self.data.k_constant
     79         self.exog = self.data.exog

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in _handle_data(self, endog, exog, missing, hasconst, **kwargs)
     98 
     99     def _handle_data(self, endog, exog, missing, hasconst, **kwargs):
--> 100         data = handle_data(endog, exog, missing, hasconst, **kwargs)
    101         # kwargs arrays could have changed, easier to just attach here
    102         for key in kwargs:

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/data.py in handle_data(endog, exog, missing, hasconst, **kwargs)
    670     klass = handle_data_class_factory(endog, exog)
    671     return klass(endog, exog=exog, missing=missing, hasconst=hasconst,
--> 672                  **kwargs)

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/data.py in __init__(self, endog, exog, missing, hasconst, **kwargs)
     85         self.const_idx = None
     86         self.k_constant = 0
---> 87         self._handle_constant(hasconst)
     88         self._check_integrity()
     89         self._cache = {}

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/data.py in _handle_constant(self, hasconst)
    129             # detect where the constant is
    130             check_implicit = False
--> 131             exog_max = np.max(self.exog, axis=0)
    132             if not np.isfinite(exog_max).all():
    133                 raise MissingDataError('exog contains inf or nans')

<__array_function__ internals> in amax(*args, **kwargs)

~/opt/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py in amax(a, axis, out, keepdims, initial, where)
   2666     """
   2667     return _wrapreduction(a, np.maximum, 'max', axis, None, out,
-> 2668                           keepdims=keepdims, initial=initial, where=where)
   2669 
   2670 

~/opt/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py in _wrapreduction(obj, ufunc, method, axis, dtype, out, **kwargs)
     88                 return reduction(axis=axis, out=out, **passkwargs)
     89 
---> 90     return ufunc.reduce(obj, axis, dtype, out, **passkwargs)
     91 
     92 

ValueError: zero-size array to reduction operation maximum which has no identity

coke_data

	SELL_ID	SELL_CATEGORY	ITEM_NAME	CALENDAR_DATE	PRICE	QUANTITY	YEAR	HOLIDAY	IS_WEEKEND	IS_SCHOOLBREAK	AVERAGE_TEMPERATURE	IS_OUTDOOR

coke_data_2053 = bau2_data[(bau2_data['ITEM_NAME'] == "COKE") & (bau2_data['SELL_ID'] == 2053)]
elasticities['coke_2053'], model_coke_2053 = create_model_and_find_elasticity(coke_data_2053)

Price elasticity of the product: -6.164156666230159
                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.812
Model:                            OLS   Adj. R-squared:                  0.811
Method:                 Least Squares   F-statistic:                     1784.
Date:                Sat, 20 Jun 2020   Prob (F-statistic):          3.72e-152
Time:                        16:18:44   Log-Likelihood:                -1035.7
No. Observations:                 416   AIC:                             2075.
Df Residuals:                     414   BIC:                             2083.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    124.1417      1.742     71.270      0.000     120.718     127.566
PRICE         -6.1642      0.146    -42.234      0.000      -6.451      -5.877
==============================================================================
Omnibus:                      147.014   Durbin-Watson:                   2.072
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               22.306
Skew:                          -0.110   Prob(JB):                     1.43e-05
Kurtosis:                       1.887   Cond. No.                         146.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

coke_data_2051 = bau2_data[(bau2_data['ITEM_NAME'] == "COKE") & (bau2_data['SELL_ID'] == 2051)]
elasticities['coke_2051'], model_coke_2051 = create_model_and_find_elasticity(coke_data_2051)

Price elasticity of the product: -3.618990615456312
                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.467
Model:                            OLS   Adj. R-squared:                  0.466
Method:                 Least Squares   F-statistic:                     363.3
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           1.34e-58
Time:                        16:18:59   Log-Likelihood:                -1021.5
No. Observations:                 416   AIC:                             2047.
Df Residuals:                     414   BIC:                             2055.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept     76.1394      2.340     32.540      0.000      71.540      80.739
PRICE         -3.6190      0.190    -19.060      0.000      -3.992      -3.246
==============================================================================
Omnibus:                      248.712   Durbin-Watson:                   2.050
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               25.007
Skew:                           0.033   Prob(JB):                     3.71e-06
Kurtosis:                       1.801   Cond. No.                         209.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

lemonade_data_2052 = bau2_data[(bau2_data['ITEM_NAME'] == "LEMONADE") & (bau2_data['SELL_ID'] == 2052)]
elasticities['lemonade_2052'], model_lemonade_2052 = create_model_and_find_elasticity(lemonade_data_2052)

Price elasticity of the product: -2.856702984559962
                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.433
Model:                            OLS   Adj. R-squared:                  0.432
Method:                 Least Squares   F-statistic:                     316.5
Date:                Sat, 20 Jun 2020   Prob (F-statistic):           5.32e-53
Time:                        16:19:18   Log-Likelihood:                -1014.7
No. Observations:                 416   AIC:                             2033.
Df Residuals:                     414   BIC:                             2041.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept     56.2243      1.927     29.177      0.000      52.436      60.012
PRICE         -2.8567      0.161    -17.790      0.000      -3.172      -2.541
==============================================================================
Omnibus:                      139.808   Durbin-Watson:                   1.864
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               21.201
Skew:                           0.025   Prob(JB):                     2.49e-05
Kurtosis:                       1.895   Cond. No.                         171.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

lemonade_data_3028 = bau2_data[(bau2_data['ITEM_NAME'] == "LEMONADE") & (bau2_data['SELL_ID'] == 3028)]
elasticities['lemonade_3028'], model_lemonade_3028 = create_model_and_find_elasticity(lemonade_data_3028)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-224-b17c4ac2350e> in <module>
      1 lemonade_data_3028 = bau2_data[(bau2_data['ITEM_NAME'] == "LEMONADE") & (bau2_data['SELL_ID'] == 3028)]
----> 2 elasticities['lemonade_3028'], model_lemonade_3028 = create_model_and_find_elasticity(lemonade_data_3028)

<ipython-input-118-b7d99d2a619e> in create_model_and_find_elasticity(data)
      1 def create_model_and_find_elasticity(data):
----> 2     model = ols("QUANTITY ~ PRICE", data).fit()
      3     price_elasticity = model.params[1]
      4     print("Price elasticity of the product: " + str(price_elasticity))
      5     print(model.summary())

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in from_formula(cls, formula, data, subset, drop_cols, *args, **kwargs)
    192                        'formula': formula,  # attach formula for unpckling
    193                        'design_info': design_info})
--> 194         mod = cls(endog, exog, *args, **kwargs)
    195         mod.formula = formula
    196 

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/regression/linear_model.py in __init__(self, endog, exog, missing, hasconst, **kwargs)
    857                  **kwargs):
    858         super(OLS, self).__init__(endog, exog, missing=missing,
--> 859                                   hasconst=hasconst, **kwargs)
    860         if "weights" in self._init_keys:
    861             self._init_keys.remove("weights")

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/regression/linear_model.py in __init__(self, endog, exog, weights, missing, hasconst, **kwargs)
    700             weights = weights.squeeze()
    701         super(WLS, self).__init__(endog, exog, missing=missing,
--> 702                                   weights=weights, hasconst=hasconst, **kwargs)
    703         nobs = self.exog.shape[0]
    704         weights = self.weights

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/regression/linear_model.py in __init__(self, endog, exog, **kwargs)
    188     """
    189     def __init__(self, endog, exog, **kwargs):
--> 190         super(RegressionModel, self).__init__(endog, exog, **kwargs)
    191         self._data_attr.extend(['pinv_wexog', 'wendog', 'wexog', 'weights'])
    192 

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in __init__(self, endog, exog, **kwargs)
    234 
    235     def __init__(self, endog, exog=None, **kwargs):
--> 236         super(LikelihoodModel, self).__init__(endog, exog, **kwargs)
    237         self.initialize()
    238 

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in __init__(self, endog, exog, **kwargs)
     75         hasconst = kwargs.pop('hasconst', None)
     76         self.data = self._handle_data(endog, exog, missing, hasconst,
---> 77                                       **kwargs)
     78         self.k_constant = self.data.k_constant
     79         self.exog = self.data.exog

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in _handle_data(self, endog, exog, missing, hasconst, **kwargs)
     98 
     99     def _handle_data(self, endog, exog, missing, hasconst, **kwargs):
--> 100         data = handle_data(endog, exog, missing, hasconst, **kwargs)
    101         # kwargs arrays could have changed, easier to just attach here
    102         for key in kwargs:

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/data.py in handle_data(endog, exog, missing, hasconst, **kwargs)
    670     klass = handle_data_class_factory(endog, exog)
    671     return klass(endog, exog=exog, missing=missing, hasconst=hasconst,
--> 672                  **kwargs)

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/data.py in __init__(self, endog, exog, missing, hasconst, **kwargs)
     85         self.const_idx = None
     86         self.k_constant = 0
---> 87         self._handle_constant(hasconst)
     88         self._check_integrity()
     89         self._cache = {}

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/data.py in _handle_constant(self, hasconst)
    129             # detect where the constant is
    130             check_implicit = False
--> 131             exog_max = np.max(self.exog, axis=0)
    132             if not np.isfinite(exog_max).all():
    133                 raise MissingDataError('exog contains inf or nans')

<__array_function__ internals> in amax(*args, **kwargs)

~/opt/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py in amax(a, axis, out, keepdims, initial, where)
   2666     """
   2667     return _wrapreduction(a, np.maximum, 'max', axis, None, out,
-> 2668                           keepdims=keepdims, initial=initial, where=where)
   2669 
   2670 

~/opt/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py in _wrapreduction(obj, ufunc, method, axis, dtype, out, **kwargs)
     88                 return reduction(axis=axis, out=out, **passkwargs)
     89 
---> 90     return ufunc.reduce(obj, axis, dtype, out, **passkwargs)
     91 
     92 

ValueError: zero-size array to reduction operation maximum which has no identity

coffee_data_2053 = bau2_data[(bau2_data['ITEM_NAME'] == "COFFEE") & (bau2_data['SELL_ID'] == 2053)]
elasticities['coffee_2053'], model_coffee_2053 = create_model_and_find_elasticity(coffee_data_2053)

Price elasticity of the product: -6.164156666230159
                            OLS Regression Results                            
==============================================================================
Dep. Variable:               QUANTITY   R-squared:                       0.812
Model:                            OLS   Adj. R-squared:                  0.811
Method:                 Least Squares   F-statistic:                     1784.
Date:                Sat, 20 Jun 2020   Prob (F-statistic):          3.72e-152
Time:                        16:19:52   Log-Likelihood:                -1035.7
No. Observations:                 416   AIC:                             2075.
Df Residuals:                     414   BIC:                             2083.
Df Model:                           1                                         
Covariance Type:            nonrobust                                         
==============================================================================
                 coef    std err          t      P>|t|      [0.025      0.975]
------------------------------------------------------------------------------
Intercept    124.1417      1.742     71.270      0.000     120.718     127.566
PRICE         -6.1642      0.146    -42.234      0.000      -6.451      -5.877
==============================================================================
Omnibus:                      147.014   Durbin-Watson:                   2.072
Prob(Omnibus):                  0.000   Jarque-Bera (JB):               22.306
Skew:                          -0.110   Prob(JB):                     1.43e-05
Kurtosis:                       1.887   Cond. No.                         146.
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

coffee_data_3055 = bau2_data[(bau2_data['ITEM_NAME'] == "COFFEE") & (bau2_data['SELL_ID'] == 3055)]
elasticities['coffee_3055'], model_coffee_3055 = create_model_and_find_elasticity(coffee_data_3055)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-226-ed92c07dcdf3> in <module>
      1 coffee_data_3055 = bau2_data[(bau2_data['ITEM_NAME'] == "COFFEE") & (bau2_data['SELL_ID'] == 3055)]
----> 2 elasticities['coffee_3055'], model_coffee_3055 = create_model_and_find_elasticity(coffee_data_3055)

<ipython-input-118-b7d99d2a619e> in create_model_and_find_elasticity(data)
      1 def create_model_and_find_elasticity(data):
----> 2     model = ols("QUANTITY ~ PRICE", data).fit()
      3     price_elasticity = model.params[1]
      4     print("Price elasticity of the product: " + str(price_elasticity))
      5     print(model.summary())

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in from_formula(cls, formula, data, subset, drop_cols, *args, **kwargs)
    192                        'formula': formula,  # attach formula for unpckling
    193                        'design_info': design_info})
--> 194         mod = cls(endog, exog, *args, **kwargs)
    195         mod.formula = formula
    196 

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/regression/linear_model.py in __init__(self, endog, exog, missing, hasconst, **kwargs)
    857                  **kwargs):
    858         super(OLS, self).__init__(endog, exog, missing=missing,
--> 859                                   hasconst=hasconst, **kwargs)
    860         if "weights" in self._init_keys:
    861             self._init_keys.remove("weights")

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/regression/linear_model.py in __init__(self, endog, exog, weights, missing, hasconst, **kwargs)
    700             weights = weights.squeeze()
    701         super(WLS, self).__init__(endog, exog, missing=missing,
--> 702                                   weights=weights, hasconst=hasconst, **kwargs)
    703         nobs = self.exog.shape[0]
    704         weights = self.weights

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/regression/linear_model.py in __init__(self, endog, exog, **kwargs)
    188     """
    189     def __init__(self, endog, exog, **kwargs):
--> 190         super(RegressionModel, self).__init__(endog, exog, **kwargs)
    191         self._data_attr.extend(['pinv_wexog', 'wendog', 'wexog', 'weights'])
    192 

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in __init__(self, endog, exog, **kwargs)
    234 
    235     def __init__(self, endog, exog=None, **kwargs):
--> 236         super(LikelihoodModel, self).__init__(endog, exog, **kwargs)
    237         self.initialize()
    238 

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in __init__(self, endog, exog, **kwargs)
     75         hasconst = kwargs.pop('hasconst', None)
     76         self.data = self._handle_data(endog, exog, missing, hasconst,
---> 77                                       **kwargs)
     78         self.k_constant = self.data.k_constant
     79         self.exog = self.data.exog

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py in _handle_data(self, endog, exog, missing, hasconst, **kwargs)
     98 
     99     def _handle_data(self, endog, exog, missing, hasconst, **kwargs):
--> 100         data = handle_data(endog, exog, missing, hasconst, **kwargs)
    101         # kwargs arrays could have changed, easier to just attach here
    102         for key in kwargs:

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/data.py in handle_data(endog, exog, missing, hasconst, **kwargs)
    670     klass = handle_data_class_factory(endog, exog)
    671     return klass(endog, exog=exog, missing=missing, hasconst=hasconst,
--> 672                  **kwargs)

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/data.py in __init__(self, endog, exog, missing, hasconst, **kwargs)
     85         self.const_idx = None
     86         self.k_constant = 0
---> 87         self._handle_constant(hasconst)
     88         self._check_integrity()
     89         self._cache = {}

~/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/data.py in _handle_constant(self, hasconst)
    129             # detect where the constant is
    130             check_implicit = False
--> 131             exog_max = np.max(self.exog, axis=0)
    132             if not np.isfinite(exog_max).all():
    133                 raise MissingDataError('exog contains inf or nans')

<__array_function__ internals> in amax(*args, **kwargs)

~/opt/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py in amax(a, axis, out, keepdims, initial, where)
   2666     """
   2667     return _wrapreduction(a, np.maximum, 'max', axis, None, out,
-> 2668                           keepdims=keepdims, initial=initial, where=where)
   2669 
   2670 

~/opt/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py in _wrapreduction(obj, ufunc, method, axis, dtype, out, **kwargs)
     88                 return reduction(axis=axis, out=out, **passkwargs)
     89 
---> 90     return ufunc.reduce(obj, axis, dtype, out, **passkwargs)
     91 
     92 

ValueError: zero-size array to reduction operation maximum which has no identity

List in a table the items and their price elasticities

elasticities

{'burger_1070': -8.658581488470569,
 'burger_2051': -3.618990615456312,
 'burger_2052': -2.856702984559962,
 'burger_2053': -6.164156666230159,
 'coke_2053': -6.164156666230159,
 'coke_2051': -3.618990615456312,
 'lemonade_2052': -2.856702984559962,
 'coffee_2053': -6.164156666230159}

Find optimal price for maximum profit

Now, let's take coke (the sell_id was 2051 for the last coke data) and since we do not the buying price of coke, let''s assume it to be a little less than the minimum coke price in the dataset

coke_data = coke_data_2053

coke_data.PRICE.min()

10.45

coke_data.PRICE.max()

13.41

Let's take 9 as the buying price of coke. We now want to be able to set the price of coke to get the maximum profit. PRICE is the selling price

buying_price_coke = 9

$$coke data.PROFIT = (coke data.PRICE - buying price coke) * coke data.QUANTITY$$

Let's see the profit for various price points:

start_price = 9.5
end_price = 20

test = pd.DataFrame(columns = ["PRICE", "QUANTITY"])

test['PRICE'] = np.arange(start_price, end_price,0.01)

test['QUANTITY'] = model_coke_2051.predict(test['PRICE'])

test

	PRICE	QUANTITY
0	9.50	41.759021
1	9.51	41.722831
2	9.52	41.686641
3	9.53	41.650451
4	9.54	41.614261
5	9.55	41.578071
6	9.56	41.541881
7	9.57	41.505691
8	9.58	41.469501
9	9.59	41.433312
10	9.60	41.397122
11	9.61	41.360932
12	9.62	41.324742
13	9.63	41.288552
14	9.64	41.252362
15	9.65	41.216172
16	9.66	41.179982
17	9.67	41.143792
18	9.68	41.107602
19	9.69	41.071412
20	9.70	41.035223
21	9.71	40.999033
22	9.72	40.962843
23	9.73	40.926653
24	9.74	40.890463
25	9.75	40.854273
26	9.76	40.818083
27	9.77	40.781893
28	9.78	40.745703
29	9.79	40.709513
30	9.80	40.673324
31	9.81	40.637134
32	9.82	40.600944
33	9.83	40.564754
34	9.84	40.528564
35	9.85	40.492374
36	9.86	40.456184
37	9.87	40.419994
38	9.88	40.383804
39	9.89	40.347614
40	9.90	40.311424
41	9.91	40.275235
42	9.92	40.239045
43	9.93	40.202855
44	9.94	40.166665
45	9.95	40.130475
46	9.96	40.094285
47	9.97	40.058095
48	9.98	40.021905
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692	16.42	16.715606
693	16.43	16.679416
694	16.44	16.643226
695	16.45	16.607036
696	16.46	16.570846
697	16.47	16.534656
698	16.48	16.498466
699	16.49	16.462276
700	16.50	16.426086
701	16.51	16.389896
702	16.52	16.353707
703	16.53	16.317517
704	16.54	16.281327
705	16.55	16.245137
706	16.56	16.208947
707	16.57	16.172757
708	16.58	16.136567
709	16.59	16.100377
710	16.60	16.064187
711	16.61	16.027997
712	16.62	15.991808
713	16.63	15.955618
714	16.64	15.919428
715	16.65	15.883238
716	16.66	15.847048
717	16.67	15.810858
718	16.68	15.774668
719	16.69	15.738478
720	16.70	15.702288
721	16.71	15.666098
722	16.72	15.629908
723	16.73	15.593719
724	16.74	15.557529
725	16.75	15.521339
726	16.76	15.485149
727	16.77	15.448959
728	16.78	15.412769
729	16.79	15.376579
730	16.80	15.340389
731	16.81	15.304199
732	16.82	15.268009
733	16.83	15.231819
734	16.84	15.195630
735	16.85	15.159440
736	16.86	15.123250
737	16.87	15.087060
738	16.88	15.050870
739	16.89	15.014680
740	16.90	14.978490
741	16.91	14.942300
742	16.92	14.906110
743	16.93	14.869920
744	16.94	14.833731
745	16.95	14.797541
746	16.96	14.761351
747	16.97	14.725161
748	16.98	14.688971
749	16.99	14.652781
750	17.00	14.616591
751	17.01	14.580401
752	17.02	14.544211
753	17.03	14.508021
754	17.04	14.471831
755	17.05	14.435642
756	17.06	14.399452
757	17.07	14.363262
758	17.08	14.327072
759	17.09	14.290882
760	17.10	14.254692
761	17.11	14.218502
762	17.12	14.182312
763	17.13	14.146122
764	17.14	14.109932
765	17.15	14.073742
766	17.16	14.037553
767	17.17	14.001363
768	17.18	13.965173
769	17.19	13.928983
770	17.20	13.892793
771	17.21	13.856603
772	17.22	13.820413
773	17.23	13.784223
774	17.24	13.748033
775	17.25	13.711843
776	17.26	13.675654
777	17.27	13.639464
778	17.28	13.603274
779	17.29	13.567084
780	17.30	13.530894
781	17.31	13.494704
782	17.32	13.458514
783	17.33	13.422324
784	17.34	13.386134
785	17.35	13.349944
786	17.36	13.313754
787	17.37	13.277565
788	17.38	13.241375
789	17.39	13.205185
790	17.40	13.168995
791	17.41	13.132805
792	17.42	13.096615
793	17.43	13.060425
794	17.44	13.024235
795	17.45	12.988045
796	17.46	12.951855
797	17.47	12.915665
798	17.48	12.879476
799	17.49	12.843286
800	17.50	12.807096
801	17.51	12.770906
802	17.52	12.734716
803	17.53	12.698526
804	17.54	12.662336
805	17.55	12.626146
806	17.56	12.589956
807	17.57	12.553766
808	17.58	12.517577
809	17.59	12.481387
810	17.60	12.445197
811	17.61	12.409007
812	17.62	12.372817
813	17.63	12.336627
814	17.64	12.300437
815	17.65	12.264247
816	17.66	12.228057
817	17.67	12.191867
818	17.68	12.155677
819	17.69	12.119488
820	17.70	12.083298
821	17.71	12.047108
822	17.72	12.010918
823	17.73	11.974728
824	17.74	11.938538
825	17.75	11.902348
826	17.76	11.866158
827	17.77	11.829968
828	17.78	11.793778
829	17.79	11.757589
830	17.80	11.721399
831	17.81	11.685209
832	17.82	11.649019
833	17.83	11.612829
834	17.84	11.576639
835	17.85	11.540449
836	17.86	11.504259
837	17.87	11.468069
838	17.88	11.431879
839	17.89	11.395689
840	17.90	11.359500
841	17.91	11.323310
842	17.92	11.287120
843	17.93	11.250930
844	17.94	11.214740
845	17.95	11.178550
846	17.96	11.142360
847	17.97	11.106170
848	17.98	11.069980
849	17.99	11.033790
850	18.00	10.997600
851	18.01	10.961411
852	18.02	10.925221
853	18.03	10.889031
854	18.04	10.852841
855	18.05	10.816651
856	18.06	10.780461
857	18.07	10.744271
858	18.08	10.708081
859	18.09	10.671891
860	18.10	10.635701
861	18.11	10.599512
862	18.12	10.563322
863	18.13	10.527132
864	18.14	10.490942
865	18.15	10.454752
866	18.16	10.418562
867	18.17	10.382372
868	18.18	10.346182
869	18.19	10.309992
870	18.20	10.273802
871	18.21	10.237612
872	18.22	10.201423
873	18.23	10.165233
874	18.24	10.129043
875	18.25	10.092853
876	18.26	10.056663
877	18.27	10.020473
878	18.28	9.984283
879	18.29	9.948093
880	18.30	9.911903
881	18.31	9.875713
882	18.32	9.839523
883	18.33	9.803334
884	18.34	9.767144
885	18.35	9.730954
886	18.36	9.694764
887	18.37	9.658574
888	18.38	9.622384
889	18.39	9.586194
890	18.40	9.550004
891	18.41	9.513814
892	18.42	9.477624
893	18.43	9.441435
894	18.44	9.405245
895	18.45	9.369055
896	18.46	9.332865
897	18.47	9.296675
898	18.48	9.260485
899	18.49	9.224295
900	18.50	9.188105
901	18.51	9.151915
902	18.52	9.115725
903	18.53	9.079535
904	18.54	9.043346
905	18.55	9.007156
906	18.56	8.970966
907	18.57	8.934776
908	18.58	8.898586
909	18.59	8.862396
910	18.60	8.826206
911	18.61	8.790016
912	18.62	8.753826
913	18.63	8.717636
914	18.64	8.681446
915	18.65	8.645257
916	18.66	8.609067
917	18.67	8.572877
918	18.68	8.536687
919	18.69	8.500497
920	18.70	8.464307
921	18.71	8.428117
922	18.72	8.391927
923	18.73	8.355737
924	18.74	8.319547
925	18.75	8.283358
926	18.76	8.247168
927	18.77	8.210978
928	18.78	8.174788
929	18.79	8.138598
930	18.80	8.102408
931	18.81	8.066218
932	18.82	8.030028
933	18.83	7.993838
934	18.84	7.957648
935	18.85	7.921458
936	18.86	7.885269
937	18.87	7.849079
938	18.88	7.812889
939	18.89	7.776699
940	18.90	7.740509
941	18.91	7.704319
942	18.92	7.668129
943	18.93	7.631939
944	18.94	7.595749
945	18.95	7.559559
946	18.96	7.523369
947	18.97	7.487180
948	18.98	7.450990
949	18.99	7.414800
950	19.00	7.378610
951	19.01	7.342420
952	19.02	7.306230
953	19.03	7.270040
954	19.04	7.233850
955	19.05	7.197660
956	19.06	7.161470
957	19.07	7.125281
958	19.08	7.089091
959	19.09	7.052901
960	19.10	7.016711
961	19.11	6.980521
962	19.12	6.944331
963	19.13	6.908141
964	19.14	6.871951
965	19.15	6.835761
966	19.16	6.799571
967	19.17	6.763381
968	19.18	6.727192
969	19.19	6.691002
970	19.20	6.654812
971	19.21	6.618622
972	19.22	6.582432
973	19.23	6.546242
974	19.24	6.510052
975	19.25	6.473862
976	19.26	6.437672
977	19.27	6.401482
978	19.28	6.365292
979	19.29	6.329103
980	19.30	6.292913
981	19.31	6.256723
982	19.32	6.220533
983	19.33	6.184343
984	19.34	6.148153
985	19.35	6.111963
986	19.36	6.075773
987	19.37	6.039583
988	19.38	6.003393
989	19.39	5.967204
990	19.40	5.931014
991	19.41	5.894824
992	19.42	5.858634
993	19.43	5.822444
994	19.44	5.786254
995	19.45	5.750064
996	19.46	5.713874
997	19.47	5.677684
998	19.48	5.641494
999	19.49	5.605304
1000	19.50	5.569115
1001	19.51	5.532925
1002	19.52	5.496735
1003	19.53	5.460545
1004	19.54	5.424355
1005	19.55	5.388165
1006	19.56	5.351975
1007	19.57	5.315785
1008	19.58	5.279595
1009	19.59	5.243405
1010	19.60	5.207215
1011	19.61	5.171026
1012	19.62	5.134836
1013	19.63	5.098646
1014	19.64	5.062456
1015	19.65	5.026266
1016	19.66	4.990076
1017	19.67	4.953886
1018	19.68	4.917696
1019	19.69	4.881506
1020	19.70	4.845316
1021	19.71	4.809127
1022	19.72	4.772937
1023	19.73	4.736747
1024	19.74	4.700557
1025	19.75	4.664367
1026	19.76	4.628177
1027	19.77	4.591987
1028	19.78	4.555797
1029	19.79	4.519607
1030	19.80	4.483417
1031	19.81	4.447227
1032	19.82	4.411038
1033	19.83	4.374848
1034	19.84	4.338658
1035	19.85	4.302468
1036	19.86	4.266278
1037	19.87	4.230088
1038	19.88	4.193898
1039	19.89	4.157708
1040	19.90	4.121518
1041	19.91	4.085328
1042	19.92	4.049138
1043	19.93	4.012949
1044	19.94	3.976759
1045	19.95	3.940569
1046	19.96	3.904379
1047	19.97	3.868189
1048	19.98	3.831999
1049	19.99	3.795809

test['PROFIT'] = (test["PRICE"] - buying_price_coke) * test["QUANTITY"]

test

	PRICE	QUANTITY	PROFIT
0	9.50	41.759021	20.879510
1	9.51	41.722831	21.278644
2	9.52	41.686641	21.677053
3	9.53	41.650451	22.074739
4	9.54	41.614261	22.471701
5	9.55	41.578071	22.867939
6	9.56	41.541881	23.263454
7	9.57	41.505691	23.658244
8	9.58	41.469501	24.052311
9	9.59	41.433312	24.445654
10	9.60	41.397122	24.838273
11	9.61	41.360932	25.230168
12	9.62	41.324742	25.621340
13	9.63	41.288552	26.011788
14	9.64	41.252362	26.401512
15	9.65	41.216172	26.790512
16	9.66	41.179982	27.178788
17	9.67	41.143792	27.566341
18	9.68	41.107602	27.953170
19	9.69	41.071412	28.339275
20	9.70	41.035223	28.724656
21	9.71	40.999033	29.109313
22	9.72	40.962843	29.493247
23	9.73	40.926653	29.876457
24	9.74	40.890463	30.258943
25	9.75	40.854273	30.640705
26	9.76	40.818083	31.021743
27	9.77	40.781893	31.402058
28	9.78	40.745703	31.781649
29	9.79	40.709513	32.160516
30	9.80	40.673324	32.538659
31	9.81	40.637134	32.916078
32	9.82	40.600944	33.292774
33	9.83	40.564754	33.668746
34	9.84	40.528564	34.043994
35	9.85	40.492374	34.418518
36	9.86	40.456184	34.792318
37	9.87	40.419994	35.165395
38	9.88	40.383804	35.537748
39	9.89	40.347614	35.909377
40	9.90	40.311424	36.280282
41	9.91	40.275235	36.650463
42	9.92	40.239045	37.019921
43	9.93	40.202855	37.388655
44	9.94	40.166665	37.756665
45	9.95	40.130475	38.123951
46	9.96	40.094285	38.490514
47	9.97	40.058095	38.856352
48	9.98	40.021905	39.221467
49	9.99	39.985715	39.585858
50	10.00	39.949525	39.949525
51	10.01	39.913335	40.312469
52	10.02	39.877146	40.674688
53	10.03	39.840956	41.036184
54	10.04	39.804766	41.396956
55	10.05	39.768576	41.757005
56	10.06	39.732386	42.116329
57	10.07	39.696196	42.474930
58	10.08	39.660006	42.832807
59	10.09	39.623816	43.189960
60	10.10	39.587626	43.546389
61	10.11	39.551436	43.902094
62	10.12	39.515247	44.257076
63	10.13	39.479057	44.611334
64	10.14	39.442867	44.964868
65	10.15	39.406677	45.317678
66	10.16	39.370487	45.669765
67	10.17	39.334297	46.021127
68	10.18	39.298107	46.371766
69	10.19	39.261917	46.721681
70	10.20	39.225727	47.070873
71	10.21	39.189537	47.419340
72	10.22	39.153347	47.767084
73	10.23	39.117158	48.114104
74	10.24	39.080968	48.460400
75	10.25	39.044778	48.805972
76	10.26	39.008588	49.150821
77	10.27	38.972398	49.494945
78	10.28	38.936208	49.838346
79	10.29	38.900018	50.181023
80	10.30	38.863828	50.522977
81	10.31	38.827638	50.864206
82	10.32	38.791448	51.204712
83	10.33	38.755258	51.544494
84	10.34	38.719069	51.883552
85	10.35	38.682879	52.221886
86	10.36	38.646689	52.559497
87	10.37	38.610499	52.896383
88	10.38	38.574309	53.232546
89	10.39	38.538119	53.567985
90	10.40	38.501929	53.902701
91	10.41	38.465739	54.236692
92	10.42	38.429549	54.569960
93	10.43	38.393359	54.902504
94	10.44	38.357170	55.234324
95	10.45	38.320980	55.565420
96	10.46	38.284790	55.895793
97	10.47	38.248600	56.225442
98	10.48	38.212410	56.554367
99	10.49	38.176220	56.882568
100	10.50	38.140030	57.210045
101	10.51	38.103840	57.536799
102	10.52	38.067650	57.862828
103	10.53	38.031460	58.188134
104	10.54	37.995270	58.512717
105	10.55	37.959081	58.836575
106	10.56	37.922891	59.159709
107	10.57	37.886701	59.482120
108	10.58	37.850511	59.803807
109	10.59	37.814321	60.124770
110	10.60	37.778131	60.445010
111	10.61	37.741941	60.764525
112	10.62	37.705751	61.083317
113	10.63	37.669561	61.401385
114	10.64	37.633371	61.718729
115	10.65	37.597181	62.035349
116	10.66	37.560992	62.351246
117	10.67	37.524802	62.666419
118	10.68	37.488612	62.980868
119	10.69	37.452422	63.294593
120	10.70	37.416232	63.607594
121	10.71	37.380042	63.919872
122	10.72	37.343852	64.231426
123	10.73	37.307662	64.542256
124	10.74	37.271472	64.852362
125	10.75	37.235282	65.161744
126	10.76	37.199093	65.470403
127	10.77	37.162903	65.778338
128	10.78	37.126713	66.085549
129	10.79	37.090523	66.392036
130	10.80	37.054333	66.697799
131	10.81	37.018143	67.002839
132	10.82	36.981953	67.307155
133	10.83	36.945763	67.610747
134	10.84	36.909573	67.913615
135	10.85	36.873383	68.215759
136	10.86	36.837193	68.517180
137	10.87	36.801004	68.817877
138	10.88	36.764814	69.117850
139	10.89	36.728624	69.417099
140	10.90	36.692434	69.715624
141	10.91	36.656244	70.013426
142	10.92	36.620054	70.310504
143	10.93	36.583864	70.606858
144	10.94	36.547674	70.902488
145	10.95	36.511484	71.197394
146	10.96	36.475294	71.491577
147	10.97	36.439104	71.785036
148	10.98	36.402915	72.077771
149	10.99	36.366725	72.369782
150	11.00	36.330535	72.661070
151	11.01	36.294345	72.951633
152	11.02	36.258155	73.241473
153	11.03	36.221965	73.530589
154	11.04	36.185775	73.818981
155	11.05	36.149585	74.106650
156	11.06	36.113395	74.393594
157	11.07	36.077205	74.679815
158	11.08	36.041016	74.965312
159	11.09	36.004826	75.250086
160	11.10	35.968636	75.534135
161	11.11	35.932446	75.817461
162	11.12	35.896256	76.100063
163	11.13	35.860066	76.381941
164	11.14	35.823876	76.663095
165	11.15	35.787686	76.943525
166	11.16	35.751496	77.223232
167	11.17	35.715306	77.502215
168	11.18	35.679116	77.780474
169	11.19	35.642927	78.058009
170	11.20	35.606737	78.334821
171	11.21	35.570547	78.610908
172	11.22	35.534357	78.886272
173	11.23	35.498167	79.160912
174	11.24	35.461977	79.434829
175	11.25	35.425787	79.708021
176	11.26	35.389597	79.980490
177	11.27	35.353407	80.252235
178	11.28	35.317217	80.523256
179	11.29	35.281028	80.793553
180	11.30	35.244838	81.063126
181	11.31	35.208648	81.331976
182	11.32	35.172458	81.600102
183	11.33	35.136268	81.867504
184	11.34	35.100078	82.134182
185	11.35	35.063888	82.400137
186	11.36	35.027698	82.665368
187	11.37	34.991508	82.929875
188	11.38	34.955318	83.193658
189	11.39	34.919128	83.456717
190	11.40	34.882939	83.719052
191	11.41	34.846749	83.980664
192	11.42	34.810559	84.241552
193	11.43	34.774369	84.501716
194	11.44	34.738179	84.761157
195	11.45	34.701989	85.019873
196	11.46	34.665799	85.277866
197	11.47	34.629609	85.535135
198	11.48	34.593419	85.791680
199	11.49	34.557229	86.047501
200	11.50	34.521039	86.302599
201	11.51	34.484850	86.556972
202	11.52	34.448660	86.810622
203	11.53	34.412470	87.063548
204	11.54	34.376280	87.315751
205	11.55	34.340090	87.567229
206	11.56	34.303900	87.817984
207	11.57	34.267710	88.068015
208	11.58	34.231520	88.317322
209	11.59	34.195330	88.565906
210	11.60	34.159140	88.813765
211	11.61	34.122951	89.060901
212	11.62	34.086761	89.307313
213	11.63	34.050571	89.553001
214	11.64	34.014381	89.797965
215	11.65	33.978191	90.042206
216	11.66	33.942001	90.285723
217	11.67	33.905811	90.528516
218	11.68	33.869621	90.770585
219	11.69	33.833431	91.011930
220	11.70	33.797241	91.252552
221	11.71	33.761051	91.492449
222	11.72	33.724862	91.731623
223	11.73	33.688672	91.970074
224	11.74	33.652482	92.207800
225	11.75	33.616292	92.444803
226	11.76	33.580102	92.681081
227	11.77	33.543912	92.916636
228	11.78	33.507722	93.151467
229	11.79	33.471532	93.385575
230	11.80	33.435342	93.618958
231	11.81	33.399152	93.851618
232	11.82	33.362962	94.083554
233	11.83	33.326773	94.314766
234	11.84	33.290583	94.545255
235	11.85	33.254393	94.775019
236	11.86	33.218203	95.004060
237	11.87	33.182013	95.232377
238	11.88	33.145823	95.459970
239	11.89	33.109633	95.686840
240	11.90	33.073443	95.912985
241	11.91	33.037253	96.138407
242	11.92	33.001063	96.363105
243	11.93	32.964874	96.587079
244	11.94	32.928684	96.810330
245	11.95	32.892494	97.032856
246	11.96	32.856304	97.254659
247	11.97	32.820114	97.475738
248	11.98	32.783924	97.696093
249	11.99	32.747734	97.915725
250	12.00	32.711544	98.134632
251	12.01	32.675354	98.352816
252	12.02	32.639164	98.570276
253	12.03	32.602974	98.787013
254	12.04	32.566785	99.003025
255	12.05	32.530595	99.218314
256	12.06	32.494405	99.432878
257	12.07	32.458215	99.646720
258	12.08	32.422025	99.859837
259	12.09	32.385835	100.072230
260	12.10	32.349645	100.283900
261	12.11	32.313455	100.494846
262	12.12	32.277265	100.705068
263	12.13	32.241075	100.914566
264	12.14	32.204885	101.123340
265	12.15	32.168696	101.331391
266	12.16	32.132506	101.538718
267	12.17	32.096316	101.745321
268	12.18	32.060126	101.951200
269	12.19	32.023936	102.156356
270	12.20	31.987746	102.360787
271	12.21	31.951556	102.564495
272	12.22	31.915366	102.767479
273	12.23	31.879176	102.969740
274	12.24	31.842986	103.171276
275	12.25	31.806797	103.372089
276	12.26	31.770607	103.572178
277	12.27	31.734417	103.771543
278	12.28	31.698227	103.970184
279	12.29	31.662037	104.168101
280	12.30	31.625847	104.365295
281	12.31	31.589657	104.561765
282	12.32	31.553467	104.757511
283	12.33	31.517277	104.952533
284	12.34	31.481087	105.146832
285	12.35	31.444897	105.340406
286	12.36	31.408708	105.533257
287	12.37	31.372518	105.725384
288	12.38	31.336328	105.916788
289	12.39	31.300138	106.107467
290	12.40	31.263948	106.297423
291	12.41	31.227758	106.486655
292	12.42	31.191568	106.675163
293	12.43	31.155378	106.862947
294	12.44	31.119188	107.050008
295	12.45	31.082998	107.236344
296	12.46	31.046808	107.421957
297	12.47	31.010619	107.606846
298	12.48	30.974429	107.791012
299	12.49	30.938239	107.974453
300	12.50	30.902049	108.157171
301	12.51	30.865859	108.339165
302	12.52	30.829669	108.520435
303	12.53	30.793479	108.700981
304	12.54	30.757289	108.880804
305	12.55	30.721099	109.059903
306	12.56	30.684909	109.238278
307	12.57	30.648720	109.415929
308	12.58	30.612530	109.592856
309	12.59	30.576340	109.769060
310	12.60	30.540150	109.944539
311	12.61	30.503960	110.119295
312	12.62	30.467770	110.293327
313	12.63	30.431580	110.466636
314	12.64	30.395390	110.639220
315	12.65	30.359200	110.811081
316	12.66	30.323010	110.982218
317	12.67	30.286820	111.152631
318	12.68	30.250631	111.322320
319	12.69	30.214441	111.491286
320	12.70	30.178251	111.659528
321	12.71	30.142061	111.827046
322	12.72	30.105871	111.993840
323	12.73	30.069681	112.159910
324	12.74	30.033491	112.325257
325	12.75	29.997301	112.489880
326	12.76	29.961111	112.653778
327	12.77	29.924921	112.816954
328	12.78	29.888731	112.979405
329	12.79	29.852542	113.141133
330	12.80	29.816352	113.302136
331	12.81	29.780162	113.462416
332	12.82	29.743972	113.621973
333	12.83	29.707782	113.780805
334	12.84	29.671592	113.938913
335	12.85	29.635402	114.096298
336	12.86	29.599212	114.252959
337	12.87	29.563022	114.408896
338	12.88	29.526832	114.564110
339	12.89	29.490643	114.718599
340	12.90	29.454453	114.872365
341	12.91	29.418263	115.025407
342	12.92	29.382073	115.177725
343	12.93	29.345883	115.329320
344	12.94	29.309693	115.480190
345	12.95	29.273503	115.630337
346	12.96	29.237313	115.779760
347	12.97	29.201123	115.928459
348	12.98	29.164933	116.076435
349	12.99	29.128743	116.223686
350	13.00	29.092554	116.370214
351	13.01	29.056364	116.516018
352	13.02	29.020174	116.661098
353	13.03	28.983984	116.805455
354	13.04	28.947794	116.949087
355	13.05	28.911604	117.091996
356	13.06	28.875414	117.234181
357	13.07	28.839224	117.375643
358	13.08	28.803034	117.516380
359	13.09	28.766844	117.656394
360	13.10	28.730654	117.795683
361	13.11	28.694465	117.934249
362	13.12	28.658275	118.072092
363	13.13	28.622085	118.209210
364	13.14	28.585895	118.345605
365	13.15	28.549705	118.481276
366	13.16	28.513515	118.616223
367	13.17	28.477325	118.750446
368	13.18	28.441135	118.883945
369	13.19	28.404945	119.016721
370	13.20	28.368755	119.148773
371	13.21	28.332566	119.280101
372	13.22	28.296376	119.410705
373	13.23	28.260186	119.540586
374	13.24	28.223996	119.669742
375	13.25	28.187806	119.798175
376	13.26	28.151616	119.925884
377	13.27	28.115426	120.052869
378	13.28	28.079236	120.179131
379	13.29	28.043046	120.304669
380	13.30	28.006856	120.429482
381	13.31	27.970666	120.553572
382	13.32	27.934477	120.676939
383	13.33	27.898287	120.799581
384	13.34	27.862097	120.921500
385	13.35	27.825907	121.042695
386	13.36	27.789717	121.163166
387	13.37	27.753527	121.282913
388	13.38	27.717337	121.401937
389	13.39	27.681147	121.520236
390	13.40	27.644957	121.637812
391	13.41	27.608767	121.754664
392	13.42	27.572577	121.870793
393	13.43	27.536388	121.986197
394	13.44	27.500198	122.100878
395	13.45	27.464008	122.214835
396	13.46	27.427818	122.328068
397	13.47	27.391628	122.440577
398	13.48	27.355438	122.552362
399	13.49	27.319248	122.663424
400	13.50	27.283058	122.773762
401	13.51	27.246868	122.883376
402	13.52	27.210678	122.992267
403	13.53	27.174489	123.100433
404	13.54	27.138299	123.207876
405	13.55	27.102109	123.314595
406	13.56	27.065919	123.420590
407	13.57	27.029729	123.525861
408	13.58	26.993539	123.630409
409	13.59	26.957349	123.734232
410	13.60	26.921159	123.837332
411	13.61	26.884969	123.939708
412	13.62	26.848779	124.041361
413	13.63	26.812589	124.142289
414	13.64	26.776400	124.242494
415	13.65	26.740210	124.341975
416	13.66	26.704020	124.440732
417	13.67	26.667830	124.538765
418	13.68	26.631640	124.636075
419	13.69	26.595450	124.732661
420	13.70	26.559260	124.828523
421	13.71	26.523070	124.923661
422	13.72	26.486880	125.018075
423	13.73	26.450690	125.111766
424	13.74	26.414500	125.204732
425	13.75	26.378311	125.296975
426	13.76	26.342121	125.388494
427	13.77	26.305931	125.479290
428	13.78	26.269741	125.569361
429	13.79	26.233551	125.658709
430	13.80	26.197361	125.747333
431	13.81	26.161171	125.835233
432	13.82	26.124981	125.922410
433	13.83	26.088791	126.008862
434	13.84	26.052601	126.094591
435	13.85	26.016412	126.179596
436	13.86	25.980222	126.263877
437	13.87	25.944032	126.347434
438	13.88	25.907842	126.430268
439	13.89	25.871652	126.512378
440	13.90	25.835462	126.593764
441	13.91	25.799272	126.674426
442	13.92	25.763082	126.754364
443	13.93	25.726892	126.833579
444	13.94	25.690702	126.912070
445	13.95	25.654512	126.989837
446	13.96	25.618323	127.066880
447	13.97	25.582133	127.143199
448	13.98	25.545943	127.218795
449	13.99	25.509753	127.293667
450	14.00	25.473563	127.367815
451	14.01	25.437373	127.441239
452	14.02	25.401183	127.513939
453	14.03	25.364993	127.585916
454	14.04	25.328803	127.657169
455	14.05	25.292613	127.727698
456	14.06	25.256423	127.797503
457	14.07	25.220234	127.866584
458	14.08	25.184044	127.934942
459	14.09	25.147854	128.002576
460	14.10	25.111664	128.069486
461	14.11	25.075474	128.135672
462	14.12	25.039284	128.201134
463	14.13	25.003094	128.265873
464	14.14	24.966904	128.329888
465	14.15	24.930714	128.393179
466	14.16	24.894524	128.455746
467	14.17	24.858335	128.517590
468	14.18	24.822145	128.578709
469	14.19	24.785955	128.639105
470	14.20	24.749765	128.698777
471	14.21	24.713575	128.757725
472	14.22	24.677385	128.815950
473	14.23	24.641195	128.873450
474	14.24	24.605005	128.930227
475	14.25	24.568815	128.986280
476	14.26	24.532625	129.041609
477	14.27	24.496435	129.096215
478	14.28	24.460246	129.150097
479	14.29	24.424056	129.203254
480	14.30	24.387866	129.255688
481	14.31	24.351676	129.307399
482	14.32	24.315486	129.358385
483	14.33	24.279296	129.408648
484	14.34	24.243106	129.458187
485	14.35	24.206916	129.507002
486	14.36	24.170726	129.555093
487	14.37	24.134536	129.602461
488	14.38	24.098347	129.649104
489	14.39	24.062157	129.695024
490	14.40	24.025967	129.740220
491	14.41	23.989777	129.784692
492	14.42	23.953587	129.828441
493	14.43	23.917397	129.871466
494	14.44	23.881207	129.913766
495	14.45	23.845017	129.955344
496	14.46	23.808827	129.996197
497	14.47	23.772637	130.036326
498	14.48	23.736447	130.075732
499	14.49	23.700258	130.114414
500	14.50	23.664068	130.152372
501	14.51	23.627878	130.189606
502	14.52	23.591688	130.226117
503	14.53	23.555498	130.261903
504	14.54	23.519308	130.296966
505	14.55	23.483118	130.331305
506	14.56	23.446928	130.364921
507	14.57	23.410738	130.397812
508	14.58	23.374548	130.429980
509	14.59	23.338358	130.461424
510	14.60	23.302169	130.492144
511	14.61	23.265979	130.522140
512	14.62	23.229789	130.551413
513	14.63	23.193599	130.579962
514	14.64	23.157409	130.607786
515	14.65	23.121219	130.634888
516	14.66	23.085029	130.661265
517	14.67	23.048839	130.686918
518	14.68	23.012649	130.711848
519	14.69	22.976459	130.736054
520	14.70	22.940270	130.759536
521	14.71	22.904080	130.782295
522	14.72	22.867890	130.804329
523	14.73	22.831700	130.825640
524	14.74	22.795510	130.846227
525	14.75	22.759320	130.866090
526	14.76	22.723130	130.885229
527	14.77	22.686940	130.903645
528	14.78	22.650750	130.921336
529	14.79	22.614560	130.938304
530	14.80	22.578370	130.954549
531	14.81	22.542181	130.970069
532	14.82	22.505991	130.984865
533	14.83	22.469801	130.998938
534	14.84	22.433611	131.012287
535	14.85	22.397421	131.024912
536	14.86	22.361231	131.036814
537	14.87	22.325041	131.047991
538	14.88	22.288851	131.058445
539	14.89	22.252661	131.068175
540	14.90	22.216471	131.077181
541	14.91	22.180281	131.085464
542	14.92	22.144092	131.093022
543	14.93	22.107902	131.099857
544	14.94	22.071712	131.105968
545	14.95	22.035522	131.111355
546	14.96	21.999332	131.116018
547	14.97	21.963142	131.119958
548	14.98	21.926952	131.123174
549	14.99	21.890762	131.125666
550	15.00	21.854572	131.127434
551	15.01	21.818382	131.128478
552	15.02	21.782193	131.128799
553	15.03	21.746003	131.128396
554	15.04	21.709813	131.127269
555	15.05	21.673623	131.125418
556	15.06	21.637433	131.122843
557	15.07	21.601243	131.119545
558	15.08	21.565053	131.115523
559	15.09	21.528863	131.110777
560	15.10	21.492673	131.105307
561	15.11	21.456483	131.099113
562	15.12	21.420293	131.092196
563	15.13	21.384104	131.084555
564	15.14	21.347914	131.076190
565	15.15	21.311724	131.067101
566	15.16	21.275534	131.057288
567	15.17	21.239344	131.046752
568	15.18	21.203154	131.035492
569	15.19	21.166964	131.023508
570	15.20	21.130774	131.010800
571	15.21	21.094584	130.997368
572	15.22	21.058394	130.983213
573	15.23	21.022204	130.968334
574	15.24	20.986015	130.952731
575	15.25	20.949825	130.936404
576	15.26	20.913635	130.919354
577	15.27	20.877445	130.901579
578	15.28	20.841255	130.883081
579	15.29	20.805065	130.863859
580	15.30	20.768875	130.843913
581	15.31	20.732685	130.823244
582	15.32	20.696495	130.801850
583	15.33	20.660305	130.779733
584	15.34	20.624116	130.756892
585	15.35	20.587926	130.733328
586	15.36	20.551736	130.709039
587	15.37	20.515546	130.684027
588	15.38	20.479356	130.658291
589	15.39	20.443166	130.631831
590	15.40	20.406976	130.604647
591	15.41	20.370786	130.576739
592	15.42	20.334596	130.548108
593	15.43	20.298406	130.518753
594	15.44	20.262216	130.488674
595	15.45	20.226027	130.457871
596	15.46	20.189837	130.426345
597	15.47	20.153647	130.394094
598	15.48	20.117457	130.361120
599	15.49	20.081267	130.327422
600	15.50	20.045077	130.293001
601	15.51	20.008887	130.257855
602	15.52	19.972697	130.221986
603	15.53	19.936507	130.185393
604	15.54	19.900317	130.148076
605	15.55	19.864127	130.110035
606	15.56	19.827938	130.071270
607	15.57	19.791748	130.031782
608	15.58	19.755558	129.991570
609	15.59	19.719368	129.950634
610	15.60	19.683178	129.908974
611	15.61	19.646988	129.866591
612	15.62	19.610798	129.823484
613	15.63	19.574608	129.779653
614	15.64	19.538418	129.735098
615	15.65	19.502228	129.689819
616	15.66	19.466039	129.643816
617	15.67	19.429849	129.597090
618	15.68	19.393659	129.549640
619	15.69	19.357469	129.501466
620	15.70	19.321279	129.452569
621	15.71	19.285089	129.402947
622	15.72	19.248899	129.352602
623	15.73	19.212709	129.301533
624	15.74	19.176519	129.249740
625	15.75	19.140329	129.197223
626	15.76	19.104139	129.143983
627	15.77	19.067950	129.090018
628	15.78	19.031760	129.035330
629	15.79	18.995570	128.979918
630	15.80	18.959380	128.923783
631	15.81	18.923190	128.866923
632	15.82	18.887000	128.809340
633	15.83	18.850810	128.751033
634	15.84	18.814620	128.692002
635	15.85	18.778430	128.632248
636	15.86	18.742240	128.571769
637	15.87	18.706050	128.510567
638	15.88	18.669861	128.448641
639	15.89	18.633671	128.385991
640	15.90	18.597481	128.322617
641	15.91	18.561291	128.258520
642	15.92	18.525101	128.193699
643	15.93	18.488911	128.128154
644	15.94	18.452721	128.061885
645	15.95	18.416531	127.994892
646	15.96	18.380341	127.927176
647	15.97	18.344151	127.858735
648	15.98	18.307962	127.789571
649	15.99	18.271772	127.719684
650	16.00	18.235582	127.649072
651	16.01	18.199392	127.577736
652	16.02	18.163202	127.505677
653	16.03	18.127012	127.432894
654	16.04	18.090822	127.359387
655	16.05	18.054632	127.285157
656	16.06	18.018442	127.210202
657	16.07	17.982252	127.134524
658	16.08	17.946062	127.058122
659	16.09	17.909873	126.980996
660	16.10	17.873683	126.903147
661	16.11	17.837493	126.824573
662	16.12	17.801303	126.745276
663	16.13	17.765113	126.665255
664	16.14	17.728923	126.584510
665	16.15	17.692733	126.503042
666	16.16	17.656543	126.420849
667	16.17	17.620353	126.337933
668	16.18	17.584163	126.254293
669	16.19	17.547973	126.169929
670	16.20	17.511784	126.084842
671	16.21	17.475594	125.999030
672	16.22	17.439404	125.912495
673	16.23	17.403214	125.825236
674	16.24	17.367024	125.737253
675	16.25	17.330834	125.648547
676	16.26	17.294644	125.559116
677	16.27	17.258454	125.468962
678	16.28	17.222264	125.378084
679	16.29	17.186074	125.286483
680	16.30	17.149885	125.194157
681	16.31	17.113695	125.101108
682	16.32	17.077505	125.007334
683	16.33	17.041315	124.912837
684	16.34	17.005125	124.817617
685	16.35	16.968935	124.721672
686	16.36	16.932745	124.625004
687	16.37	16.896555	124.527612
688	16.38	16.860365	124.429496
689	16.39	16.824175	124.330656
690	16.40	16.787985	124.231092
691	16.41	16.751796	124.130805
692	16.42	16.715606	124.029794
693	16.43	16.679416	123.928059
694	16.44	16.643226	123.825600
695	16.45	16.607036	123.722418
696	16.46	16.570846	123.618511
697	16.47	16.534656	123.513881
698	16.48	16.498466	123.408527
699	16.49	16.462276	123.302450
700	16.50	16.426086	123.195648
701	16.51	16.389896	123.088123
702	16.52	16.353707	122.979874
703	16.53	16.317517	122.870901
704	16.54	16.281327	122.761204
705	16.55	16.245137	122.650783
706	16.56	16.208947	122.539639
707	16.57	16.172757	122.427771
708	16.58	16.136567	122.315179
709	16.59	16.100377	122.201863
710	16.60	16.064187	122.087824
711	16.61	16.027997	121.973060
712	16.62	15.991808	121.857573
713	16.63	15.955618	121.741362
714	16.64	15.919428	121.624428
715	16.65	15.883238	121.506769
716	16.66	15.847048	121.388387
717	16.67	15.810858	121.269281
718	16.68	15.774668	121.149451
719	16.69	15.738478	121.028897
720	16.70	15.702288	120.907620
721	16.71	15.666098	120.785618
722	16.72	15.629908	120.662893
723	16.73	15.593719	120.539444
724	16.74	15.557529	120.415272
725	16.75	15.521339	120.290375
726	16.76	15.485149	120.164755
727	16.77	15.448959	120.038411
728	16.78	15.412769	119.911343
729	16.79	15.376579	119.783551
730	16.80	15.340389	119.655036
731	16.81	15.304199	119.525797
732	16.82	15.268009	119.395833
733	16.83	15.231819	119.265147
734	16.84	15.195630	119.133736
735	16.85	15.159440	119.001601
736	16.86	15.123250	118.868743
737	16.87	15.087060	118.735161
738	16.88	15.050870	118.600855
739	16.89	15.014680	118.465826
740	16.90	14.978490	118.330072
741	16.91	14.942300	118.193595
742	16.92	14.906110	118.056394
743	16.93	14.869920	117.918469
744	16.94	14.833731	117.779820
745	16.95	14.797541	117.640448
746	16.96	14.761351	117.500352
747	16.97	14.725161	117.359532
748	16.98	14.688971	117.217988
749	16.99	14.652781	117.075720
750	17.00	14.616591	116.932729
751	17.01	14.580401	116.789013
752	17.02	14.544211	116.644574
753	17.03	14.508021	116.499412
754	17.04	14.471831	116.353525
755	17.05	14.435642	116.206915
756	17.06	14.399452	116.059580
757	17.07	14.363262	115.911522
758	17.08	14.327072	115.762740
759	17.09	14.290882	115.613235
760	17.10	14.254692	115.463005
761	17.11	14.218502	115.312052
762	17.12	14.182312	115.160375
763	17.13	14.146122	115.007974
764	17.14	14.109932	114.854850
765	17.15	14.073742	114.701001
766	17.16	14.037553	114.546429
767	17.17	14.001363	114.391133
768	17.18	13.965173	114.235113
769	17.19	13.928983	114.078370
770	17.20	13.892793	113.920902
771	17.21	13.856603	113.762711
772	17.22	13.820413	113.603796
773	17.23	13.784223	113.444157
774	17.24	13.748033	113.283795
775	17.25	13.711843	113.122708
776	17.26	13.675654	112.960898
777	17.27	13.639464	112.798364
778	17.28	13.603274	112.635106
779	17.29	13.567084	112.471125
780	17.30	13.530894	112.306419
781	17.31	13.494704	112.140990
782	17.32	13.458514	111.974837
783	17.33	13.422324	111.807960
784	17.34	13.386134	111.640360
785	17.35	13.349944	111.472036
786	17.36	13.313754	111.302987
787	17.37	13.277565	111.133215
788	17.38	13.241375	110.962720
789	17.39	13.205185	110.791500
790	17.40	13.168995	110.619557
791	17.41	13.132805	110.446890
792	17.42	13.096615	110.273499
793	17.43	13.060425	110.099384
794	17.44	13.024235	109.924545
795	17.45	12.988045	109.748983
796	17.46	12.951855	109.572697
797	17.47	12.915665	109.395687
798	17.48	12.879476	109.217953
799	17.49	12.843286	109.039495
800	17.50	12.807096	108.860314
801	17.51	12.770906	108.680409
802	17.52	12.734716	108.499780
803	17.53	12.698526	108.318427
804	17.54	12.662336	108.136351
805	17.55	12.626146	107.953550
806	17.56	12.589956	107.770026
807	17.57	12.553766	107.585778
808	17.58	12.517577	107.400807
809	17.59	12.481387	107.215111
810	17.60	12.445197	107.028692
811	17.61	12.409007	106.841549
812	17.62	12.372817	106.653682
813	17.63	12.336627	106.465091
814	17.64	12.300437	106.275776
815	17.65	12.264247	106.085738
816	17.66	12.228057	105.894976
817	17.67	12.191867	105.703490
818	17.68	12.155677	105.511280
819	17.69	12.119488	105.318347
820	17.70	12.083298	105.124690
821	17.71	12.047108	104.930309
822	17.72	12.010918	104.735204
823	17.73	11.974728	104.539375
824	17.74	11.938538	104.342822
825	17.75	11.902348	104.145546
826	17.76	11.866158	103.947546
827	17.77	11.829968	103.748822
828	17.78	11.793778	103.549374
829	17.79	11.757589	103.349203
830	17.80	11.721399	103.148308
831	17.81	11.685209	102.946689
832	17.82	11.649019	102.744346
833	17.83	11.612829	102.541279
834	17.84	11.576639	102.337489
835	17.85	11.540449	102.132974
836	17.86	11.504259	101.927736
837	17.87	11.468069	101.721774
838	17.88	11.431879	101.515089
839	17.89	11.395689	101.307679
840	17.90	11.359500	101.099546
841	17.91	11.323310	100.890689
842	17.92	11.287120	100.681108
843	17.93	11.250930	100.470803
844	17.94	11.214740	100.259775
845	17.95	11.178550	100.048023
846	17.96	11.142360	99.835546
847	17.97	11.106170	99.622347
848	17.98	11.069980	99.408423
849	17.99	11.033790	99.193776
850	18.00	10.997600	98.978404
851	18.01	10.961411	98.762309
852	18.02	10.925221	98.545490
853	18.03	10.889031	98.327948
854	18.04	10.852841	98.109681
855	18.05	10.816651	97.890691
856	18.06	10.780461	97.670977
857	18.07	10.744271	97.450539
858	18.08	10.708081	97.229378
859	18.09	10.671891	97.007492
860	18.10	10.635701	96.784883
861	18.11	10.599512	96.561550
862	18.12	10.563322	96.337493
863	18.13	10.527132	96.112712
864	18.14	10.490942	95.887208
865	18.15	10.454752	95.660980
866	18.16	10.418562	95.434028
867	18.17	10.382372	95.206352
868	18.18	10.346182	94.977952
869	18.19	10.309992	94.748829
870	18.20	10.273802	94.518982
871	18.21	10.237612	94.288411
872	18.22	10.201423	94.057116
873	18.23	10.165233	93.825097
874	18.24	10.129043	93.592355
875	18.25	10.092853	93.358889
876	18.26	10.056663	93.124699
877	18.27	10.020473	92.889785
878	18.28	9.984283	92.654147
879	18.29	9.948093	92.417786
880	18.30	9.911903	92.180701
881	18.31	9.875713	91.942892
882	18.32	9.839523	91.704359
883	18.33	9.803334	91.465102
884	18.34	9.767144	91.225122
885	18.35	9.730954	90.984418
886	18.36	9.694764	90.742990
887	18.37	9.658574	90.500838
888	18.38	9.622384	90.257962
889	18.39	9.586194	90.014363
890	18.40	9.550004	89.770040
891	18.41	9.513814	89.524993
892	18.42	9.477624	89.279222
893	18.43	9.441435	89.032727
894	18.44	9.405245	88.785509
895	18.45	9.369055	88.537567
896	18.46	9.332865	88.288901
897	18.47	9.296675	88.039511
898	18.48	9.260485	87.789398
899	18.49	9.224295	87.538560
900	18.50	9.188105	87.286999
901	18.51	9.151915	87.034714
902	18.52	9.115725	86.781705
903	18.53	9.079535	86.527973
904	18.54	9.043346	86.273516
905	18.55	9.007156	86.018336
906	18.56	8.970966	85.762432
907	18.57	8.934776	85.505805
908	18.58	8.898586	85.248453
909	18.59	8.862396	84.990378
910	18.60	8.826206	84.731579
911	18.61	8.790016	84.472056
912	18.62	8.753826	84.211809
913	18.63	8.717636	83.950838
914	18.64	8.681446	83.689144
915	18.65	8.645257	83.426726
916	18.66	8.609067	83.163584
917	18.67	8.572877	82.899718
918	18.68	8.536687	82.635129
919	18.69	8.500497	82.369815
920	18.70	8.464307	82.103778
921	18.71	8.428117	81.837017
922	18.72	8.391927	81.569533
923	18.73	8.355737	81.301324
924	18.74	8.319547	81.032392
925	18.75	8.283358	80.762736
926	18.76	8.247168	80.492356
927	18.77	8.210978	80.221252
928	18.78	8.174788	79.949425
929	18.79	8.138598	79.676873
930	18.80	8.102408	79.403598
931	18.81	8.066218	79.129599
932	18.82	8.030028	78.854877
933	18.83	7.993838	78.579430
934	18.84	7.957648	78.303260
935	18.85	7.921458	78.026366
936	18.86	7.885269	77.748748
937	18.87	7.849079	77.470406
938	18.88	7.812889	77.191341
939	18.89	7.776699	76.911551
940	18.90	7.740509	76.631038
941	18.91	7.704319	76.349801
942	18.92	7.668129	76.067841
943	18.93	7.631939	75.785156
944	18.94	7.595749	75.501748
945	18.95	7.559559	75.217616
946	18.96	7.523369	74.932760
947	18.97	7.487180	74.647180
948	18.98	7.450990	74.360877
949	18.99	7.414800	74.073850
950	19.00	7.378610	73.786099
951	19.01	7.342420	73.497624
952	19.02	7.306230	73.208425
953	19.03	7.270040	72.918503
954	19.04	7.233850	72.627856
955	19.05	7.197660	72.336486
956	19.06	7.161470	72.044392
957	19.07	7.125281	71.751575
958	19.08	7.089091	71.458033
959	19.09	7.052901	71.163768
960	19.10	7.016711	70.868779
961	19.11	6.980521	70.573066
962	19.12	6.944331	70.276630
963	19.13	6.908141	69.979469
964	19.14	6.871951	69.681585
965	19.15	6.835761	69.382977
966	19.16	6.799571	69.083645
967	19.17	6.763381	68.783589
968	19.18	6.727192	68.482810
969	19.19	6.691002	68.181307
970	19.20	6.654812	67.879080
971	19.21	6.618622	67.576129
972	19.22	6.582432	67.272454
973	19.23	6.546242	66.968056
974	19.24	6.510052	66.662934
975	19.25	6.473862	66.357088
976	19.26	6.437672	66.050518
977	19.27	6.401482	65.743224
978	19.28	6.365292	65.435207
979	19.29	6.329103	65.126466
980	19.30	6.292913	64.817001
981	19.31	6.256723	64.506812
982	19.32	6.220533	64.195899
983	19.33	6.184343	63.884263
984	19.34	6.148153	63.571903
985	19.35	6.111963	63.258819
986	19.36	6.075773	62.945011
987	19.37	6.039583	62.630479
988	19.38	6.003393	62.315224
989	19.39	5.967204	61.999245
990	19.40	5.931014	61.682542
991	19.41	5.894824	61.365115
992	19.42	5.858634	61.046964
993	19.43	5.822444	60.728090
994	19.44	5.786254	60.408492
995	19.45	5.750064	60.088170
996	19.46	5.713874	59.767124
997	19.47	5.677684	59.445354
998	19.48	5.641494	59.122861
999	19.49	5.605304	58.799644
1000	19.50	5.569115	58.475703
1001	19.51	5.532925	58.151038
1002	19.52	5.496735	57.825649
1003	19.53	5.460545	57.499537
1004	19.54	5.424355	57.172701
1005	19.55	5.388165	56.845141
1006	19.56	5.351975	56.516857
1007	19.57	5.315785	56.187850
1008	19.58	5.279595	55.858118
1009	19.59	5.243405	55.527663
1010	19.60	5.207215	55.196484
1011	19.61	5.171026	54.864581
1012	19.62	5.134836	54.531955
1013	19.63	5.098646	54.198605
1014	19.64	5.062456	53.864530
1015	19.65	5.026266	53.529732
1016	19.66	4.990076	53.194211
1017	19.67	4.953886	52.857965
1018	19.68	4.917696	52.520996
1019	19.69	4.881506	52.183303
1020	19.70	4.845316	51.844886
1021	19.71	4.809127	51.505745
1022	19.72	4.772937	51.165881
1023	19.73	4.736747	50.825292
1024	19.74	4.700557	50.483980
1025	19.75	4.664367	50.141944
1026	19.76	4.628177	49.799184
1027	19.77	4.591987	49.455701
1028	19.78	4.555797	49.111494
1029	19.79	4.519607	48.766562
1030	19.80	4.483417	48.420908
1031	19.81	4.447227	48.074529
1032	19.82	4.411038	47.727426
1033	19.83	4.374848	47.379600
1034	19.84	4.338658	47.031050
1035	19.85	4.302468	46.681776
1036	19.86	4.266278	46.331778
1037	19.87	4.230088	45.981057
1038	19.88	4.193898	45.629611
1039	19.89	4.157708	45.277442
1040	19.90	4.121518	44.924550
1041	19.91	4.085328	44.570933
1042	19.92	4.049138	44.216592
1043	19.93	4.012949	43.861528
1044	19.94	3.976759	43.505740
1045	19.95	3.940569	43.149228
1046	19.96	3.904379	42.791992
1047	19.97	3.868189	42.434033
1048	19.98	3.831999	42.075350
1049	19.99	3.795809	41.715943

plt.plot(test['PRICE'],test['QUANTITY'])
plt.plot(test['PRICE'],test['PROFIT'])
plt.show()

[<matplotlib.lines.Line2D at 0x7fa279abecd0>]

[<matplotlib.lines.Line2D at 0x7fa2c11b5950>]

Let's find the exact price at which maximum profit is gained:

ind = np.where(test['PROFIT'] == test['PROFIT'].max())[0][0]

test.loc[[ind]]

	PRICE	QUANTITY	PROFIT
552	15.02	21.782193	131.128799

def find_optimal_price(data, model, buying_price):
    start_price = data.PRICE.min() - 1
    end_price = data.PRICE.min() + 10
    test = pd.DataFrame(columns = ["PRICE", "QUANTITY"])
    test['PRICE'] = np.arange(start_price, end_price,0.01)
    test['QUANTITY'] = model.predict(test['PRICE'])
    test['PROFIT'] = (test["PRICE"] - buying_price) * test["QUANTITY"]
    plt.plot(test['PRICE'],test['QUANTITY'])
    plt.plot(test['PRICE'],test['PROFIT'])
    plt.show()
    ind = np.where(test['PROFIT'] == test['PROFIT'].max())[0][0]
    values_at_max_profit = test.iloc[[ind]]
    return values_at_max_profit
    

Calculate the optimal price for all and list in table

optimal_price = {}
buying_price = 9

optimal_price['burger_1070'] = find_optimal_price(burger_1070, model_burger_1070, buying_price)

optimal_price

{'burger_1070':      PRICE   QUANTITY      PROFIT
 422  17.22  71.259194  585.750572}

optimal_price['burger_2051'] = find_optimal_price(burger2051_data, model_burger_2051, buying_price)

optimal_price['burger_2052'] = find_optimal_price(burger2052_data, model_burger_2052, buying_price)

optimal_price['burger_2053'] = find_optimal_price(burger2053_data, model_burger_2053, buying_price)

optimal_price['coke_2051'] = find_optimal_price(coke_data_2051, model_coke_2051, buying_price)

optimal_price['coke_2053'] = find_optimal_price(coke_data_2053, model_coke_2053, buying_price)

optimal_price['lemonade_2052'] = find_optimal_price(lemonade_data_2052, model_lemonade_2052, buying_price)

optimal_price['coffee_2053'] = find_optimal_price(coffee_data_2053, model_coffee_2053, buying_price)

optimal_price

{'burger_1070':      PRICE   QUANTITY      PROFIT
 422  17.22  71.259194  585.750572,
 'burger_2051':      PRICE   QUANTITY      PROFIT
 505  15.02  21.782193  131.128799,
 'burger_2052':      PRICE   QUANTITY     PROFIT
 522  14.34  15.259215  81.484211,
 'burger_2053':      PRICE   QUANTITY      PROFIT
 512  14.57  34.329951  191.217825,
 'coke_2051':      PRICE   QUANTITY      PROFIT
 505  15.02  21.782193  131.128799,
 'coke_2053':      PRICE   QUANTITY      PROFIT
 512  14.57  34.329951  191.217825,
 'lemonade_2052':      PRICE   QUANTITY     PROFIT
 522  14.34  15.259215  81.484211,
 'coffee_2053':      PRICE   QUANTITY      PROFIT
 512  14.57  34.329951  191.217825}

coke_data_2051.PRICE.describe()

count    416.000000
mean      12.301562
std        0.730620
min       10.970000
25%       11.530000
50%       12.350000
75%       12.870000
max       13.270000
Name: PRICE, dtype: float64

Conclusion

This is the price the cafe should set on it's item to earn maximum profit based on it's previous sales data. It is important to note that this is on a normal day. On 'other' days such as a holiday, or an event taking place have a different impact on customer buying behaviours and pattern. Usually an increase in consumption is seen on such days. These must be treated separately. Similarly, it is important to remove any external effects other than price that will affect the purchase behaviours of customers including the datapoints when the item was on discount.

Once, the new prices are put up, it is important to continuously monitor the sales and profit. If this method of pricing is a part of a rpoduct, a dashboard can be created for the purpose of monitoring these items and calculating the lift in the profit.